{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "28d53cef-be04-4170-9a1d-eba84eb08fed",
   "metadata": {},
   "source": [
    "# Matplotlib 基础图形作图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3d6d750-9689-459e-95e9-2157304d5284",
   "metadata": {},
   "source": [
    "## 简单的折线图 Line Chart\n",
    "函数：plt.plot() <br>\n",
    "简单的原理是利用subplot()方法创建一个axes对象，然后在axes对象上调用plot()方法画线."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "636e1efc-b927-4af7-9b39-675060aef781",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#写法有很多种，个人觉得这么写比较容易理解\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "ax = plt.subplot()  \n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "ax.plot(x,y)\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3e62ae6-37e1-42d2-ae37-9999a4f93684",
   "metadata": {},
   "source": [
    "#### 练习： 如何画一个周期的正弦函数？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc3aca55-f6c1-4902-a64a-eb9c53ae6085",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "ax = plt.subplot()  \n",
    "x= np.linspace(0,2*np.pi,300)\n",
    "y= np.sin(x)\n",
    "ax.plot(x,y)\n",
    "plt.show()# Show the figure.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d8ab0f8-97b8-4b90-836b-86c5d4ea3d87",
   "metadata": {},
   "source": [
    "## 添加和修改一些辅助内容"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3010422a-bd33-44ad-9bb5-f3d8e31019a3",
   "metadata": {},
   "source": [
    "先看一下anatomy.png图中的各个部分。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c5bc13a-d98c-47d7-bfd3-72ce436008b6",
   "metadata": {},
   "source": [
    "#### 网格线 Grid\n",
    "- color：颜色（如 'red', 'gray', '#CCCCCC'）\n",
    "- linestyle：线型（'-', '--', '-.', ':'）\n",
    "- linewidth：线宽\n",
    "- axis: x轴y轴方向,注意取'x','y','both'\n",
    "- which: 主刻度，次刻度\n",
    "```python\n",
    "ax.grid()\n",
    "ax.grid(color='green', linestyle='--', linewidth=0.5)  # 灰色虚线网格\n",
    "ax.minorticks_on() #显示次刻度\n",
    "ax.grid(which='minor', color='gray', linestyle=':', linewidth=0.5)  # 次刻度网格\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c4f70f4e-d631-4118-b4e4-535baadcdf95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "ax = plt.subplot()  \n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "#ax.grid()\n",
    "#ax.grid(color='#289898', linestyle='-', linewidth=0.8)  # 灰色虚线网格\n",
    "ax.minorticks_on()\n",
    "ax.grid(which='major', color='r', linewidth=1,axis='x')  # 主刻度网格\n",
    "ax.grid(which='minor', color='gray', linestyle=':', linewidth=0.5,axis='y')  # 次刻度网格\n",
    "ax.plot(x,y)\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "249c8e3b-b0b7-4025-a4a4-c91edc01c55f",
   "metadata": {},
   "source": [
    "#### 图例 Legend\n",
    "- loc：位置（如 'best', 'upper left', 'upper center'）\n",
    "- title：图例标题\n",
    "- ncol：图例列数\n",
    "- frameon: 是否显示边框\n",
    "- facecolor: 图例背景色\n",
    "```python\n",
    "ax.legnd()\n",
    "ax.legend(loc='upper left',          # 左上角\n",
    "    fontsize=10,               # 字体大小\n",
    "    title='分组',              # 图例标题\n",
    "    title_fontsize=12,         # 标题字体大小\n",
    "    ncol=2,                    # 两列排列\n",
    "    frameon=True,              # 显示边框\n",
    "    facecolor='white',         # 背景色\n",
    "    edgecolor='black',         # 边框颜色\n",
    "    shadow=True,               # 阴影\n",
    "    framealpha=0.8             # 透明度\n",
    ")\n",
    "```\n",
    "注意\n",
    "1. 画图例的时候，必须要指定一个label参数。注意legend写的位置。\n",
    "2. 中文显示有问题是需要指定中文字体。ax.rcParams['font.sans-serif'] = ['<字体>'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fe09b21a-e182-47ff-a4b2-a6d8931ffeb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] \n",
    "ax = plt.subplot()  \n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "ax.grid(color='gray', linestyle='--', linewidth=0.5,axis='both')\n",
    "ax.plot(x,y,label='test')\n",
    "ax.legend(\n",
    "    loc='upper left',          # 左上角\n",
    "    fontsize=10,               # 字体大小\n",
    "    title='分组',              # 图例标题\n",
    "    title_fontsize=12,         # 标题字体大小\n",
    "    ncol=2,                    # 两列排列\n",
    "    frameon=True,              # 显示边框\n",
    "    facecolor='white',         # 背景色\n",
    "    edgecolor='black',         # 边框颜色\n",
    "    shadow=True,               # 阴影\n",
    "    framealpha=0.8,           # 透明度\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d80b2a40-bfdf-4d5f-8d93-8d775974df3a",
   "metadata": {},
   "source": [
    "#### 线条 Line\n",
    "- color / c :线条颜色 'r', 'blue', '#00FF00'\n",
    "- linestyle / ls :线型样式'-', '--', '-.', ':', 'None'\n",
    "- linewidth / lw:线宽2\n",
    "- label:图例标签\n",
    "```python\n",
    "ax.plot(x, y, color='#7c73d1', linestyle='--', lw=2, alpha=0.8, label='趋势线')\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0622ab6a-bf0b-4478-8bb6-9446777461df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] \n",
    "ax = plt.subplot()  \n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "ax.grid(color='gray', linestyle='--', linewidth=0.5,axis='both')\n",
    "ax.plot(x, y, color='#7c73d1', linestyle='-.', lw=2, alpha=1, label='趋势线')\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b251104-4d75-42cd-844f-70a46a81831a",
   "metadata": {},
   "source": [
    "#### 数据点标记 Markers \n",
    "- marker: 点形状 'o', 's', '^', 'x', 'D', '+', '*'\n",
    "- markersize: / ms 点大小 8\n",
    "- markerfacecolor / mfc: 点的填充颜色 'white'\n",
    "- markeredgecolor / mec: 点边缘颜色 'black'\n",
    "- markeredgewidth / mew: 点边缘线宽 1\n",
    "\n",
    "```python\n",
    "ax.plot(x, y, marker='o', markersize=8, mfc='white', mec='red', mew=2)\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a9aa7c5f-ae6c-44b5-be09-28742bd11c45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] \n",
    "ax = plt.subplot()  \n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "ax.plot(x, y, marker='^', markersize=8, mfc='r', mec='g', mew=2,lw=0)# lw=0 去掉线\n",
    "ax.grid(color='gray', linestyle=':', linewidth=0.5,axis='both')\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68418745-1472-4208-985d-5c42ef4cb801",
   "metadata": {},
   "source": [
    "#### 坐标和刻度控制 \n",
    "- xlim, ylim: 设置坐标轴范围\n",
    "- xticks, yticks: 设置刻度位置或标签\n",
    "- xlabel, ylabel: 坐标轴标题\n",
    "- title: 图标题 <br>\n",
    "- set_major_locator:MultipleLocator(base)每隔固定值放一个刻度\n",
    "- set_minor_locator:AutoLocator()\n",
    "- set_major_formatter: #TODO\n",
    "- spines['right'].set_visible(True)\n",
    "自动设置合理主刻度\n",
    "AutoMinorLocator(n)\n",
    " <br>\n",
    "特别的locator对象：<br>\n",
    "LogLocator(base) 对数坐标用<br>\n",
    "FixedLocator(list)指定固定刻度 <br>\n",
    "坐标和刻度和网格线控制写在最后\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "b570029b-78c5-4670-ab81-a7df29708db1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MultipleLocator, AutoMinorLocator\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] \n",
    "\n",
    "#plt.xticks([0,1,2,3,4,5],['一月', '二月','三月', '四月', '五月','june'])\n",
    "\n",
    "\n",
    "ax = plt.subplot()  \n",
    "ax.set_xlabel(\"时间\")\n",
    "ax.set_title(\"温度趋势\")\n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "#ax.set_xlim(0,5)#注意写法\n",
    "#ax.set_xticks([0,1,2,3,4,5],['一月', '二月','三月', '四月', '五月','June'])\n",
    "ax.plot(x, y, marker='o', markersize=8, mfc='white', mec='red', mew=1)# lw=0 去掉线\n",
    "ax.xaxis.set_major_locator(MultipleLocator(1))   # 主刻度间隔 1\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(4))  # 每个主刻度间增加2个次刻度\n",
    "ax.grid(which=\"minor\",color='gray', linestyle=':', linewidth=0.5,axis='both')\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "b01c81a1-c89b-43b3-94e2-ceccc4c8f1e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MultipleLocator, AutoMinorLocator\n",
    "\n",
    "ax = plt.subplot()\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [10, 20, 15, 25, 30]\n",
    "ax.plot(x, y)\n",
    "\n",
    "# 设置主刻度和次刻度\n",
    "ax.xaxis.set_major_locator(MultipleLocator(1))   # 主刻度间隔 1\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(5))  # 每个主刻度间增加2个次刻度\n",
    "\n",
    "ax.yaxis.set_major_locator(MultipleLocator(5))\n",
    "ax.yaxis.set_minor_locator(AutoMinorLocator(10))\n",
    "\n",
    "# 网格显示\n",
    "ax.grid(which='major', color='gray', linestyle='-', linewidth=0.8)\n",
    "ax.grid(which='minor', color='lightgray', linestyle=':', linewidth=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e3326e7-1639-405d-bf23-f7740a1f2958",
   "metadata": {},
   "source": [
    "## 柱状图（Bar Chart）\n",
    "函数：plt.bar()、plt.barh()（横向）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "cc703b60-f0b2-4591-878a-aaef11366898",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "categories = ['A', 'B', 'C', 'D']\n",
    "values = [12, 19, 7, 14]\n",
    "values1 = [13, 29, 7, 14]\n",
    "x = np.arange(len(categories))\n",
    "width=0.8# X轴位置\n",
    "ax=plt.subplot()\n",
    "#ax.bar(categories, values,width ,color='skyblue', linewidth=1.2,align='center')\n",
    "#多个柱子\n",
    "#ax.bar(x - width/2, values,width ,color='skyblue', edgecolor='black', linewidth=1.2,align='center')\n",
    "#ax.bar(x + width/2, values1, width,color='red', edgecolor='black', linewidth=1.2,align='center')\n",
    "ax.barh(categories, values,width, color='skyblue', edgecolor='black', linewidth=1.2,align='edge')\n",
    "ax.set_title(\"基础柱状图\")\n",
    "ax.set_xlabel(\"类别\")\n",
    "ax.set_ylabel(\"数量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "802bda5d-2b90-4a13-a0ac-4a3d37f32a47",
   "metadata": {},
   "source": [
    "### 柱状图的一些常用属性\n",
    "- align:'center','edge'\n",
    "- edgecolor\n",
    "- width:0.8"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dccc594-d865-42d4-9bb4-4d7a101c1fd2",
   "metadata": {},
   "source": [
    "## 饼图（Pie Chart）\n",
    "函数：plt.pie()<br>\n",
    "用途：显示各部分占整体的比例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "a78933cc-95e2-4ad1-9153-f36c1d32f6b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LdFxVQEN3ot2JVX/4CLur23k6KaAYBihgFEVB+Ys/Rta798MGB8/sScb6DiBJ081zQkPW3O3GDU9sxEflrFhIgcMwQAHhcbtx+E/3o3Dnz2HUcKLTqfTw4loTewcoMLpcXtz6x814a28dTykFBMMADZm9qwP7n/gvlFY8A62GJ/R0lmkZBihw3F4F9zyzDf/cWsXTSkPGMEBD0tpYh71/uB3jGl6BhkHgjMYpe2HVOPkbRwFdevjgv3bhyXWsRUBDwzBAF6zm2CHse/wOTO18i0HgHJjgxjUm7mRIgeX3Az96Yz9++dZBnlq6YAwDdEHK923H4T/fh1nuDxgEzsPl2s38jaOg+O27R+Suh0QXgmGALigIVP3ja5jn38wgcJ4mKXtgAneko+AQux7+39rYLvJFF4ZhgC4sCGi2MAhcADOcuMq0jb91FDQ/WX0Af/noOM8wnReGATpn5Xu3oZJBYMiu0G/ibx0F1fde3YvntlTyLNM5YxiIIPPnz4der0d8fDxmzpyJ999/P7RB4LkHMZ89AkM2Vdkl6w4QBXNS4f+8uBuv7KjhSaZzwjAQYTZu3IjW1lb8/Oc/x80334z6+vqQBIHy5/6HQSBArH47rjDtDNThiAal+IGvPL8Tb+6p5Rmis2IYiECid2Du3LlYsGABNm3aFPQgsPPZH2GhhpMFA+lKHYcKKPi8ih9ffHYH1h5q5OmmM2IYiGDt7e3Q6XRBDQIbnv0lluk+gF6jBO11YtF0/05owbLNFHxun4L7n9mGg3WdPN10WgwDEaitrQ2PP/44du3aJXsHghUE3n32t7hc+x4sGi6FC7R4fyeWGPcG/LhEg+l0eXHbn7agsdPFE0SDYhiIMLNmzUJycjLuuusuLF26FJog1AA+fnA31vzj97gUa5Gi5U57wXIVVxVQCNW0OfBff9kKp4c9UjQQw0CE2bBhA3w+H8rLy9Hd3Y3ly5cH9PgNNRV4659PY55vPfL03CI1mC7ybxfTvIL6GkQn21nVhi8/twN+sdyA6CQMAxFIq9WiqKgIf/nLX3DgwAHs27cvIMftbGvBW88/hZEdH2CMkUuSgi3J34aFhgNBfx2ik63eU4efvcl9DKg/hoEIDwU2m01+HCqX04G3X3gatqr/YK71SEDaR2d3tWEjTxOF3B/WlrMoEfXDMBChmpub8eUvfxlxcXEoLS0d0rHEsMP7r/4dXXvexBUJ+wPWRjq72X6WJiZ1fPvlPdhQ3sTTTxLDQIQRlQfFcsKysjLU1tbi1VdfHVLPgBg73Pzuazj60Sv4TNJu6LncLaRS/S2YZTgc2hclAuDx+fGFv29HfYeT54Og8XMmSUzbs2Ud3nnuD7g57kOkadrUbk5MekG7DF+136J2MyhGTS9Iwd/vmAG9ju8NYxl/+jGs4tAevPfK37DQvJdBQEVz8bGaL08xbvPxFjz8FicUxjqGgRjVWFuFt1/4IwpcBzFef0zt5sS0DKUBU/gzIBU9/sFR/Gd/8Pc5ofDFMBCDutpb5RJCb/0BLI1jFbxwsNLIVQWkHlF24Cv/3InqVjt/DDGKYSDGeD0evPvSX1F9aBdWpR6AEW61m0QcKqAw0Gb34L6/b4fby0JYsYhhIMZsW7cG+7atxxVZ9UhRuKwoXOQqJzBGx0JPpH6Fwof+zeXFsYhhIMYmDH709ssYnejEaN8etZtDp1hl2sBzQqr704bjeHsf5w/EGoaBGCFKDb/3yjPQOtuwSL8Fgd/eiIZqAbbyJFJY+OZLu9Fm5xBiLGEYiAE+rxdrX/s7Thw/jKvSjsLq506E4ShfqUKJrk7tZhDJrY6/9yonF8cShoEYsGP9O9i79UPMyXYh31OudnPoDFYZP+L5obDwyo4TWLOX4TRWMAxEuRMVR7Dh7ZeQadNjppcXmnC3UMMCRBQ+vvXSHrR2c7ggFjAMRDGnvVtuQNTd0YZF1r0wwKN2k+gsipRjyNc28zxRWGjq4nBBrGAYiFJiy4mN77yC4wd2YXqOFsM8R9VuEp0DDfy4zsQeHAofr+48gTf31KrdDAoyhoEoVb53G7atewsZGRmY7v5Q7ebQeVik2cLzRWG33XELhwuiGsNAlJYbXvv6c/D5vLjIdAg2pUPtJtF5KFHKkaXlDpIUPpq63Pjh6/vUbgYFEcNAFA4PbH7vddRXHUVZbhJGOjkhLdJooeA6E/cqoPDy0vYafFzRonYzKEj0wTowqaP66AHs/Og9pGTmYIbjP9CBdcYj0WLNFvwGlyJWeNrq0PLW/8JVsx86WwqSZt+IuNHz5GPO6n1oefv38LbUwJA2HCmL74Ypp2zQ4/h9XrS+9xS697wLaLSwjV+MpHm3QqPVyce9nc1oefO3cFbuhi4uCYmzb4Bt3KK+rz/Ta3XteRdt7/8Rvu7WnidrtIBWC63JBsXRgbSrvo64stmIZqL2wKv3XQytlmXLog3DQBTxuN1Y/+aLcDnsmJHWjczuarWbRBdolHIIqZpONPvjY6I3q/FfP0Tc2AXIuOY78LRUoeHFH0OfmAl9UiYaX/oxUpfcB8uI6XCUb0Hjiz9C9ucehc6WPOBYbev+Bk9LDXLu+IO8WDe/8Qja1v0VyfM+Jx9vfPkhmPPHI+3q/4G3rVYeSxeXDEvRFHmRP91rKR4H2j96Hlm3/EJO86x//jtIv+obMGYUymDRseWlqA8Cwp6aDvxjSxVunJGvdlMowDhMEEX2bF6L4wd3IX9YNibb16rdHBoCHXxYZdoUE+dQcXUjfsoVSJyxEhq9AcaMIlhHzJDv0rt2vY24kXNgLZsFjU4Pa+lFiBt7CTq3vzHgOH6fB1071yDtsi/LC7zOmojUK/4bXTvfguJ2yl4Hv8eFpLmfhdZggjG9ACmL75EXeeFMr+WuPwpr8bSegJKYAWvxdBk6xGu2vve07EGIFb946yDaHVymHG0YBqJEa1M9Nv3nVZjj4jHNtxVmv0PtJtEQLdXFxqoCndmG+InL5H+Li6vj2HbYD22Aefh4OKv3wlIys9/zrWWz4azYOeA44oJtSM3r12OgsyTIbn4RBOSxRsyARvNpF7e5YCI8TRXwe91nfC3RA+A4uhXe9gZ5cxzbJo/bvvEFxI2aC31CBmKFWFXwyNuH1G4GBRjDQJR0s4og0NxQi7I0PYpdu9VuEgXAGN9+JGrsMXUua//yFTQ8/x2Y88fBmFkMX0cjDMnZ/Z5jSMmFt21gmVxvRyP0pzxX0Ivnt9cNeiwxl0C82xcX+DO9lviYMGMl6p75Our+/nUkXrRKBhfn0Y8RP3U5Ys3fNlbgYF2n2s2gAOKcgShwdP8O7N28Duk5eZjmWA0t/Go3iQLAAC+uNW3B086eiXSxIPuWX8h3+C3/+T90fPS8fMeu0Zv6PUdjMEHxDiyRK59r6P9c+Xy9CX6PG4pn4LH6Hve6z/patnGXyFuv+ue/i+RFd/VNTowlXsWPH7y2F3+/o39PCkUu9gxEODFZ8KM1L0Hx+VBqbkGal5XCosky3WbEEo3eCFPuSKSv+BY6trwsP/f7+l/4xcx9MeY/2NeKC/qpxPPFRV1rGHgswffJ4+fzWl1735O9BT0THB9C9f9+Ds2rH4XfGztj6RvKm1mZMIowDES47RveQVX5fmQMK8B4+wa1m0MBNt63F1aNM6rPq7e9Ht6u/uvX9fFpPcv2rInwttX3f35bPfSJWQOOo09Il8ca7Pj6pCzoxOOnHEssRVS6W+WY/2CPD/ZaPmcXOre8jKQ5t6D1vT/CPHwCcu9+ClqzDe2b/4VY8vCag/Ap7ImMBgwDEayxtgpb3/s3bEmpKEQlUnwNajeJAswEN64xRXfhKLFqQNQGOPUCrjVaYCmYBMex/t+//eB6mAsmDDiOMbMInqYqebHu5XN0wn3ioOxtMOWOGXAsMRHQkFEoVzGYh405p9cStQYSZ10PrckKd+1BueJADBWIj+K1Ykl5Yzde3MYlzNGAYSCSJw2+8wo625qRkp6FcQ5ubhOtLtNG91CBteQiuGsPoWv3f6B4XPA0V6HxlZ/LC64oGiQKCDnKt8Kv+GA/shnd+z9A/KTL5deK5X11f3tQBgCNziALCLWsflR2/fvs7Whe/RvET74CWoMZ5mGj5NeIpYRiOMHdVClDSOJF18n7z/ZagrN6vzy2WHYoiGWQXTvflO3u2vWWnPQYa37zn8Nwe1ncLNJp/OKqQhGn8sg+vPB/P0N8chpGGuswp+t1tZtEQeKAGROd/wcXDFF7jj3N1Wh5+w9wnTgArTkeCdNXIOGTWfq9VQHFc4zpw5Gy5D6YskvkY67aw2j45/eQ/flH5dCCXPf/7lNyTF8sIbSNX3JKBcImtLz5mCwUpI1LQtLFN8I29tNJgWd6LTGkUP/3byDtqm9An5Am7/N1taLp9V/CVXsQlqKpSF32JWiNZsSa/3fVGHz2ogK1m0FDwDAQgRRFwat/+g0O7NiI/BGjcVn7n5Hka1a7WRREX/M/gH+6pvMcq0j0WHhaa2EdwZ/DqTITTPjgwQUw6WNvZUW04DBBBKo6sg/le7cjLTsPw90HGARiwBX62KhGGM5EQSMGgcHVd7jwj81VIf6JUCAxDERgr8DH69bA43EjLs6GsXbOFYgFU5Wd0MOrdjOITuv375fD5fXxDEUohoEIU3FoN47u24H07DwUuPcjUflkBzWKanF+Oy4z7lK7GUSnVdfhxHNb2DsQqRgGIqxXYNu6t+D1emCNi8NYO/e8jyXLOVRAYe7/1h5l3YEIxTAQQY4d2Imj+3ciPTsfBa59iFfa1G4ShdAM/w5owW5YCl81bQ6s2Ttw3wgKfwwDEcLn82HbB2tk2WFLnA1lzu1qN4lCLN7ficXGfTzvFNae/vCY2k2gC8AwECGO7d+B4wf3ID0nH2meE6w2GKOu0nNoiMLb1opW7K5uV7sZdJ4YBiKAz+vFtnVr4PcrMFvjUOLcoXaTSCWz/KJHiNXeKLw9vZ69A5GGYSAClO/b1tcrYFLsyHcfUrtJpJIkfxvmG2Kr/j1Fnjd21aKhI7o32Io2erUbQGcmqkXv3rRW/rfJYkWRYzN0ETiJrNXhxwNrnPj3YS/iDMDdU414cLYRWo0G6yu9uO/fThxsVjA2Q4vfXWbB9NzBK5l5fH585S0X/rrLLb/2tokG/GSRCXqtRj5+olPBHa858d4xL7JsGnx3ngmfm2js+/ozvdZfd7rx4Dsu1HX1VOjWaQCdFkgya9Bs9+O5lRZcO1r9ksArDBvxvqenzj5ROHL7FPx1YwW+sqRM7abQOWLPQJirqzqKysP7kJyRLZIBSpyRudZ85T/tyI3XoPyLNrx9ixUvH/Disc1u1HcpWPGcQ160O74Rj2/NMeGqf9hR1zV4V/h33nPhULMPB+6z4cB9cdjXpOA777r6Hr/2eQcmZGrR/GA8Xrneih9+4MKbR3qK9ZzptY60KHjoQzc+uj0Ox79kQ2mqFtvuioPr2wl4fqUFl5XowyIICBf7t6ndBKKz+vumSjg9kffGJVYxDIS5gzs3w2nvgtWWgBzPMdiUyJuYs73Wh4ZuP3680IQEkwYlqTr88SozntzmwdPbPbhujB7XjDLAoNPg6pEG3DrBgP/d4h5wHLfPjye2efCnqy3ItGmRHqfFX64248ntHnS7/fioyis/itexGDQYl6mT7/wfWtcTFs70WjvqfLi8RI+CJC2GJ2lxZakeh5oV+ZpffduJxy4Ln81nUv3NuEh/RO1mEJ1Rc7cbr+44wbMUIRgGwlh3Zzv2f7we8Umpcge2EudORCKfH/jvmUb5PfTKS9SivtuPdZU+XDWy/zvulaMN+M+xge8odtQpGJWmRZbt01/bVKsWM3J12FDlk8daXqbv9zqLi3TY0+CD03vm1xK9CWIIo6JNkbc15V553J996MYNYw3ITwyvfyrXGLmqgMLfs1sq1W4CnSPOGQhjR/ZsQ1tzA4YVj0Kcrx3ZnsicoTs1RydvJ3v9kFfeJy68I1L6X2jLUrU42jpwmKCyfeBzT36+ePzU19FpNShM1srXGezre79W9FZ8fbYRc/7YDZElfrbIDJcPWH3Ei3WftyLczMVWADer3QyiM9pe2YajjV0oSrfxTIW58Hq7Q/2KDO3ZvBYGowk6nQ4jnDuhRc/Etkgnxui/8pYT351rhMPrh/WUoXiLAXB4Bn6v4r5Tn9v3fK8fDg9gNWgGPq7XwOHFWV/r1olGVH45HhUPxOP6sQbc/28HHl1mloEi3GQqDZisP652M4jO6sVtNTxLEYBhIExVl+9HbcURpGTmQOv3oti1B9HA5fXLSX73TjVixjC9vFA7T9mMT8zcH/Sibhj43JOfLy7sYjhgwOOOnhBwPq/1zC4PylJ1KEzS4Nrn7ch7pBN3vOqQ7Q8XKzlUQBHgpe01clUUhTeGgTB1YPtGuU2x2RKHYe5ymP0ORIPbX3UiL0GDb87pWe4nxuKPnTIkcKxNQVHywF9N+dy2gcMHvc/vOZZ/wFJE0RMxPFF7zq8llkH+aqMLP1powoNvu3BJoR7HvmSTSwwf3jBwYqNa5smhAqLw36/go6PNajeDzoJhIAyJeQKHdm9BUmqG/Dxaigx9/32nHJ8XqwF6J/ldnK/rW/rX64V9XiwqGlhnYGKWFvsaFXmx7tXi8GNTjQ+z8nQ9xyrvfywxEXBCpg4mveacX+vr7zjxnbkmxJs08thixYGoY/C5iQZsrA6fpVK5ygmM1rELlsIfhwrCH8NAGDq8eys6W5sRn5wGnd+DbHdkThw8tdv9r7s8ePl6C8z6T7vlb59kwJ93erD6sAdexY/XD3nwjz0e3Dutp+dA1BS4+OluGQCMOg0+P9GAO15zoNmuoMmu4LZXHLh/mlF29c/K65kP+5N1LjlcsK/RJwsUiXoC5/JawoYqL5rsfrnsUJiYpcPjH7vlvAKxFHJydnj9k1ll2qB2E4jOavXuWjjc4ROkaSCNn4M5YcXjduGvj3wX7S2NyBxWgGGuw5jb9Soi2boKLxb91Q5Rf+TUuXiiCFF1hyKrAh5o6qkK+IcrLH2rArae8OHSv9mx8+445CZo5br/r6xxymAhjnX7JCN+usjUN8mvpkPBna/3VCDMtGnwg/kmfHbCwAqEg72WGFKY9yc7nv+MBcMSei76Yojhlpcc2FTtw7ISPZ5ebkGcMXwmFFZo8zHP/lO1m0F0Vo9cNwErJg3jmQpTDANh2Cvw0lO/QmZeoVxJcFHnv1Ho3q92s2LCgSafrER4RWl4VBo8V4s8v8IRX5bazSA6ozklafjr7TN4lsJUePV5Eo7u3wlF8ckgoPX7kOsp51kJkZFpuogLAsIqriqgCPBReTPa7OEzAZf6YxgII057N47t3wFbYor8PMtTAaOf/3jozBZquKqAwp+Yp/P+wUa1m0GnwTAQRqqPHpBzBRKSU+XneVGyioCCq0g5hjwtl25R+Ht7f73aTaDTYBgIIxWH90FRFOgNRmj8iqwvQHQ2ojLldaaPeKIo7H1wsBEe3+A7kpK6GAbChMvpQPmerbAlJsvPMzxVMPmdajeLIsQiDhVQBOh0ebHpaIvazaBBMAyEiRPHD6G1uQEJyWny83z3YbWbRBGkVDmCLG2b2s0gOqt3OFQQlhgGwkTFob1QfD2rCOD3YxjDAJ0HLRSsMnFbYwp/DAPhiWEgTAoNHdnzMeLik+Tnad5aWPx2tZtFEWYxhwooAlS3OnCgrkPtZtApGAbCwInjh9HaWIeElJ4hggxvldpNogg0SjmIFE2X2s0gOqt39nFVQbhhGAiTVQRejwdGk1l+nuGpVrtJFIH08GGVaZPazSA6q3WHm3iWwgzDgMpECBAliK3xCT13+P1I855Qu1kUoZZqt6jdBKKz2lHVBreXSwzDCcOAyuoqy9HaWNu3iiDZ18Cqg3TBxir7kKjhfBMKby6vgl3VXP0SThgGVFZXfQwetxMmi1V+nuHh/vR04Qzw4hoTyxNT+Nt8nPUGwgnDgMpqjh2GTv/pFrvpXs4XoKFZptvMU0hhb8sxhoFwwjCgIrfLiRMVhxEXn9h3Xzp7BmiIJvj2wqph9UoKb1srWqEofrWbQZ9gGFBR44lKdHe09YWBBF8z6wvQkJngwgrTxzyTFNY6nV7sZ72BsMEwoKKGE5XwuJwwfLKkkL0CFCiXaTlUQOFvM4cKwgbDgIpqK8qh1euh0Wjk56wvQIEyWdkNEzw8oRTWtnASYdhgGFCxvkB1+X5YbSfNF/ByJQEFhgVOXGnaztNJYW1bBZcXhguGAZU01VWj66T5AhZfJ2wK63VT4FzBVQUU5uo6nGjtdqvdDGIYUHfyoMtp76svkOxr5C8kBdQ0/w7o4eVZpbB2oK5T7SYQw4B66qqOQqPR9s0XECsJiAIpzm/HMuNunlQKa9zBMDxwmEAFPp8PlUf2wWqL77sv0ccCHBR4y/UbeVoprB2oZc9AOGAYUIHYi6CjtRnWk4oNJTAMUBDM8O+AFj6eWwpb7BkIDwwDKmiur4HL0Q2z1dZ3H8MABUOCvxOLjPt4cilsHarvYiXCMMAwoALRKwD4odX2nH6z0g2Tn+VjKTiu1m/iqaWw5fD4UNHCnTbVxjCggtbGOmg0ur7P2StAwTTLvw0A946n8HWglsuq1cYwoIKGmgoYzZa+zxkGKJiS/G2YZzjEk0xhi8sL1ccwoMJOhR2tTX31BYRELiukIFth4KoCCl9VrRwmUBvDQIiJIOBy2GEyfxoG2DNAwXaxHCogCk8n2hxqNyHmMQyEWHtLY0/lQQ4TUAil+ZswQ1/Oc05hqYZhQHUMA2qtJND1TCDU+92IU1h0g4JvpfEjnmYKS/XtLi4vVBnDQIi1NTfA7+8pQSzYfNy1i0JjDj7mqaaw5PYpaOxyqd2MmMYwEGJNJyphNJn7PjcrnDhDoZGl1GOSvoKnm8JSdSvnDaiJYSCEfF4vWhpq+60kMPn5D4BCh0MFFK44iVBdDAMh1NHWDKeju38YUBgGKHTmcaiAwhTDgLoYBkKoUywrlCsJ2DNA6him1GCU7gRPP4UdrihQF8NACDnsXVB8XugNhr772DNAobbKuIEnncJOYycnEKqJYSCEXA4xJPDpSgKBcwYo1BZouKqAwk+n06t2E2Iaw0AIiW2LT8WeAQq14UolinX1PPEUVjqdHrWbENMYBkJIlCH2+/vfx54BCjUN/Fhl5F4FFF7YM6AuhoEQ6u7qgFbb/5SbuZqAVHCJZivPO4WVDg4TqIphIITsnW3QnTR5UDCyzgCpoEg5imHaFp57ChscJlAXw0AIdXd2QK//NAwYFBd0UELZBCJJCz+uM3GvAgofLq8Ct5d/D9XCMBAifr8fjq4O6E4KA5wvQGparNnCHwCFFfYOqIdhIEQ8bhc8Hle/GgNix0IitZQoR5Cp5UZZFD44iVA9DAMhXEng9Xj69QyIWd1EahFDVKtMm/gDoLDBMKAehoEQEXsSeL2efnMGtH6Oj5G6lnCogMKIR+HfRLUwDISwZ8DHngEKM6OUg0jRdKndDCJJUdhbqhaGgRBxuxzw+bzQ6fV992m4koBUpocPn+FQAYUJZgH1MAyEiOLzwa8o/YoOcc4AhYOlWq4qoPDgYxpQzadvUymoRBA4dZOiLm0itlvn8MxTSFQcPYIunwHZI8b2u98FI6bpOvhToJCqb2rG3BlTkJuV0Xdffuqn27tTaDEMhIgffmj6ZwHYdQnYb5keqiZQjDtiSMTOwwdRVjgVVltCv8cmgPMGKLT21Vbj6tELMXV8MU99GOAwQYgoisKFhKSqvPx8GDU+NFQe4U+CwubvIoUHhoEQDhNoTu0aIAohk9mCpIR4tNVV8LyT6uS6gVO3cSXVcJgghOWIxSTCikN7Q/WSRANYTHqgsQl7DxyERst//qTuGyRGgfCh8YurFAWdo7sL29e/LQMBkVpcbjcOVtYja8R4/hBIVWJl1aKLZ8AWx0mD4YBhgIiIKMZxzgAREVGMYxggIiKKcQwDREREMY5hgIiIKMZxbVGA2T12eP3eQB+W6LyYdCZ5CwbF5YLf5eJPhFSl0euhtXIlQqAwDATYF9/7IjbVbgr0YYnOy+1jb8cDUx4Iyllreux3aH7iCf5ESFVxsy5C/tNP86cQIBwmCDAtTykRUfBpePkKJJ7NANPyF5SIKPhO2g6eho7DBEPQZe9Cc1tzv/tcbo6lUvTwuN1orq3td5+jo1219hD10jAMBBTDwBA88fwT2Hu4/14D5dnlQPxQfyxE4eGj1aux7rXX+t035vhxlKnWIqIeGlNwJsjGKoaBIWhrb5M7EWalZfXdd8J4Aq1oDcTPhkh13Z2dcNntyC3+dM95S1OTqm0iEriSILAYBoZABAG9Tg+L2dJ3n1lnDsTPhShsaHU6mCyf/o7r9fyzQerTxsWp3YSowhkYQ6DRagbcp/fzDyURUbAxDAQWw8AQ6DQ6nLoDtAGGof5MiIjoLDhMEFgMA0NgNpnhU3z97mPPABFR8LFnILAYBoZAzBXw+fqHAfYMEBEFH3sGAothYAisFit7BoiIVMCegcBiGBgCi2lgz4AJXPtKRBRsuuRknuQAYhgYAtMgRS8s/k+XYBERUXDo09N5agOIYWAITAaTrDVwMoYBIqLg02dk8DQHEMPAEBgMBqD/ykI5gVDn1w3xx0JERKejsVqhs7HoUCAxDAyByWgCBtYdYu8AEVEQ6dPTeH4DjGFgCOKscfAr/gGFhzhUQEQUPJwvEHgMA0MQb42HQW+Ax+vpdz/DABFR8Bg4XyDgGAaG2DNgNBrh9rj73W8BVxQQEQULewYCj2FgCGxWG4wGIzye/j0DcQonthARBYshdxhPboAxDAQgDLg8rn73x/vjh/pzISKi0zAWFvDcBBjDwBDodDokxifC7e4/TJDgTxjqz4WIiE7DWMAwEGgMA0OUnJg8YM5AnD8OWj9PLRFRoGkMBhhyc3liA4xXrCFKS04bEAY00MDmtw310EREdApDfj40Wl66Ao1ndIhSk1Llxf9UnDdARBR4HCIIDoaBIUpJSoEfAwsPJSicN0BEFGjGguE8qUHAMDBEKYkpsiyxy80VBUREwWYqLORJDgKGgQD0DFjMFtid9n73JylJQz00ERGdwjRyFM9JEDAMDFGiLVGWJXY4Hf3uT/IncUUBEVGAVxKYS0t4ToOAYWCINBoNcjJzBoQBHXRI9CcO9fBERPQJU0kJNEYjz0cQMAwEQE5GzoDlhUKKkhKIwxMREQDzmDE8D0HCMBCgWgODYRggIgochoHgYRgIgKy0LBh0hgErCpKV5EAcnoiIGAaCimEgADLTM2GLs6Hb3t3vfk4iJCIKEIMBprJSns4gYRgI0IqC9JR0dNo7B0wiFIGAiIiGxlxSAi0nDwYNw0CAVhQU5xfDbu9fa0BIV9ID8RJERDHNOm2a2k2IagwDAZKbmSvLEp8qw5cRqJcgIopZ1hnT1W5CVGMYCJDs9OxBJxFmKBnQ+AduZEREROdIq4V16lSeriBiGAjwJMIue1e/+40wct4AEdEQmEaWQZfAzd+CiWEggJMIxRLDzq7+kwh7eweIiOjCxE3jEEGwMQwEcBLhqBGjBmxYJHDeABHRheN8geBjGAiggtwCaKCBz+frdz/nDRARXSDOFwgJhoEAGp4zHAnxCejo6hgwbyDFz30KiIjOl3nsWM4XCAGGgQBKSUqRmxa1d7YPeCzHlxPIlyIiignxC+ar3YSYwDAQ4HkDo0eMht0xcN5Ari83kC9FRBQTbAsXqt2EmMAwEIShAq1WC6/P2+/+ZH8y4pS4QL8cEVHUMuTkwFxWpnYzYgLDQDDmDdgGzhsQchQOFRARnSvbggU8WSHCMBBgYt7A8NzhaG1vHfAYhwqIiM6dbSHDQKgwDARh3sCEkRPgdDnh9/ffqyBTyYTBbwj0SxIRRR2tzYY4bk4UMgwDQVBSUAKrxYpuR/cpJ1uLbF92MF6SiCiqxF18MTTcsjhkGAaCID87H9lp2Whpaxn4mC8/GC9JRBRVEpYtU7sJMYVhIAh0Oh0mjZmEru7+mxb1TiLkUAER0RkuTAkJsLG+QEgxDARJyfAS6PX6AVsa66BDni8vWC9LRBTx4pcshpZDBCHFMBAkxfnFSEtOQ0v7wKGCAl9BsF6WiCjiJV65XO0mxByGgSCxmC0YXzYebR1tAx4TGxdZFWuwXpqIKGLps7NhnT5N7WbEHIaBIBpXNg5ajXbAUIHY2XC4b3gwX5qIKCIlXn6ZXKJNocUwEEQji0YiMy0TTS1NAx7jUAER0UAJHCJQBcNAkIcKpo2bNuguhkn+JCQrycF8eSKiiGIaNQrmslK1mxGTGAaCTMwbMBqNg+5kOMI7ItgvT0QUMZKvW6V2E2IWw0AIVhXkZeehoaVh0KEC1hwgIgK0VisSrriSp0IlDANBJmoNzBg/QxYgOnWvAj30KPQVBrsJRERhL+GKK6CzcZt3tTAMhMCY0jGIj4sfdFvjEm9JKJpARBTWkm+8Qe0mxDS92g2Ilb0KyorKsOvALiTGJ/Z7LMGfgExfJup19YhGvm4fav9ei85dndAatUhZkIK0y9Kg0fYsHTrwwAF4O7x9z89cmYn0y9IHHMfv9aP2H7Vo29Amlx0lz0lG5mcyodH1HMfT6kHNH2vQfaAb+kQ9MpZnyOf06j7cjdq/1MJV54J5mBnZt2TDWtRT66F1fSvqn6+Ht/2Tdmgh26e1auHr8iHvnjwkTuv/c6PI0e7z4acN9figuxsWjQbXJSXj9pQUaD9Zvja//AiavZ/+Dj6Qlo7bU1MHHMfj9+PnDQ14raMd4iuvSUzCl9PTof/kOA1eD75bV4fNdjvS9Hrck5qKFYlJfV+/zW7HDxvqcdztRonJhG9nZGK8xSIfe7W9Hb9obECTzyc/14lfQ40GCVot2nw+/DInB0viExCtLFOmwDxypNrNiGkMAyEgLl6zJ83G9n3b4fa4YTQYB/QORGsYqHysEpZiC0p/XiovttWPV0Nr0iJ1caoMChqDBmOfHnvW49S/WA93nRulPykVhRpQ/WS1vC/rM1l9rxM3Kg759+fDXe9GxaMVMhTEj4+Xr1v5aCVybs1BwsQEdO7sROVvKlH8g2IoLgVNrzeh6NtF8rjHf3Ec+fflw5xnlsGi6c0mBoEI98CJGow3W7CmsEhebL9RewJmrQa3JKegw+eDUaPB7rKzX4h+29SICrcbrxcWyS7Vb9bV4tGmRvx3eoZ8/Es1NZhujcOvc3JR6XHjCzU1MhTMibOhyevFF0/U4HuZWZhvs2FtVxfur6nGvwoKYVcUPN7SjGeHi9ojGtxRVYVHcnJQZjZji92OP7W0RHUQEFJuulHtJsQ8DhOEsABRbkYu6psGXvRzldyorEjoqHDA2+lF5rWZ0Fl0MGWZkPtfuWhZ21Oi2XnCKe87G8WroHVtq/xacYHXJ+gx7M5haP2gVV7M7Ufs8qN4HdH7IC7kObfkoPH1Rvn1retakTg9EYlTE6HRa5AwJQFJs5PQ8m4LnJVO2CbYYEw3wphmRPzEeNl7IF6z7rk62YNAkWuf04kWrw8PpKXBptOhwGjEj7Oy8a+2nuW+R1wued/ZuP1+/LOtDT/OzpYX+BS9Hj/NzsG/2tvlxXyHwwGH4pevY9ZqUWoy49uZmXi8uVl+/Yvt7bg0Ph6L4+Nh0GiwKD4eVycm4h9trTjgcmJunA25BiNyDQYZFo573PI1H25swLcyMxHN9BkZiF+8WO1mxDyGgRCxWqyYPWW2rDlw6kRCLbQo85VF3y+jAqQtTetXTcyQYugbFnDVuM4pDIgLtinHBEOSoe8+vU0vu/nth+3oPtSNhEkJ/V7HNtYmj6+4lZ7HJ/d/ZyW6/bv3dcvg0LWrC+4mt7x17emCpciCpjeakDgjEcbUs18oKHwp8OPWlOR+vxtZBgOafT2/g+VuNwrPIQwccDpRbDIhXf9pZ2qSTofxZrMMAh/b7Vhgs/V7nVnWOBx2ueBSFHzssGOhLb7fMZfEx2Njtx1lJjM+6O5Cjccjb+u7u2VPxlPNzbgsPgE5hk9/76NRyuc+B02Uf4+RgMMEITRl7BSs/mA1WttbkZKU0u+xYm8x9ur3wq1xI1pYCi3ydrLOHZ2wFPTcJy7W7Zva5TwAERIyV2Uiflz/P5iCp9kDY8bAP9jGLCPcjW75eO8xe4kxf0OaQT422Nf3fq0II2IOw7GHjslhAjEPQcxP6NzdiaJvFgXoTJBaxpot8nYy0UU/xmyW/33E7cK/OzrwSns7sg0GfCU9HRfH2QYcp9brQf4gFyzRq1DlccvHe4/ZS6fRYJjBgBNeD2o9Hgw39v/6wk++Vhzjv1JScUtlhZyL8JX0DNkrsK67G3/Nz0c00yUmsrZAmGAYCKHs9GxMKJuAD7d9OCAMGGBAqbcUewx7EK08bR7U/aMO+V/o+QMXPyFezh3Qp+hhP2SX8wkKvlYAc27/P6ri3b2YZ3AqMSQgHruQx3sfE5IvTpa3XmLeQM5NOX2THCl6NHq9+HljA36Tkys/nxdnw81Jycg0GOS7+/+pq8WTw/IwwtS/x8ql+GX3/6nMYu8RxQ+n3y//e8DjWi2cih+uQR43ia/9pJdQDBmIW687q6rwzcwMGSiiWfJNN0Ebx+WE4YDDBCEkuhBnTpoJnVYHh9Mx4HERBvT+6MxnikdB1WNVSFmYAmuxta8rX7xj1+q1sI22If3ydDkP4FTywu3puXCfTMz0Fxf5C3m897FTiV4KU7YJhnQDKn9biQP/fQA1T9cMenyKLG5FwQM1Nbg+KQkTPpnFPysuDnlGo5xEeFFcnFxl8K/2gTuNmrQaedE/lZjpLy74Zo1Gvpsf7HGLVguTRtN34e/3tYMECLFaQfQWDDMY8aWaaiwsP4Lv1tXK9kcTjdWK5FtuVrsZ9AmGgRAbXTwaRXlFONFwYsBjJphQ7CtGNBIXVDEUkH7lwGWDvcQFWCwRHHB/qgGexoH3i25+MfFvsMdFV7+n3SMfG+zx3q89mVjd0LSmCRnXZMjJg3Gj41D2cBl0Vh2aVg/cbIoiy7fr6pBl0OOulIHLBnvlGYyoP2mZYa9svUGO559K3CeGAsTj1ac8LpYiilUEOXq9HII49evF53mnDB2IZZB/bmnBl9LT5FLDmdY4vFVUjHitDk+39ky8jRbJn1kJfTL3ZwkXDAMhZjAYsGDmArmtsVhmeKqRnpHQ+qPrx1L/Ur28+IrVAL0TrBpeaUDH9v5FmMRQgSlz4IRCc75ZrjwQF+te3i4v7EftsI6wIq4kTo7xn6xzT6ecHKg1aGEtsQ54vH1ru7zYn6zu+TpZn0CsfHAcdcihA1HHIGlOEhzlA3tyKHI81tQoL9YPZWX3/Q7+vqkJ73b1/73Y5rAPurpgpNmMcrdLXqxPfme/y+nAJIsFk60WfNjd1e9rxETAMpMJRq0Wky0WrDvl8TWdnZhp7b+K6FeNDbg7NQ1xWh12ORy4KjFR1jEQQwg7HdHzOygmDKZ8/vNqN4NOEl1XnQgxdexUFOQW4ET9wN4BK6xRtb2x6HYXt+FfHC6763tZhltkMSKx/FAsCxTL/8RNDCMIYnnf0R8flQFADCOIC7MoKiRCgFiuWPNUDVIvSZVd/eJiL4ilhGIegLPGKecmZFzZs/47ZW4K2ta3ycJHfp8fHTs65MRF8fW9xKoEMXQglh32BpCW91vk8cSyRvPw/vMYKHKIbvfXOjrw29xcmE4a9x9tNuOnDQ3Y73TCoSh4qb1NLhUUwwiCKA50c2WFDABiGGFFYiK+V1cnQ0Cr14tv19XixuRkOQwwydLzOyiWEorVA2LJoihQdFdqmrz/2sQkvNLegQ+6uuD1+/F+VxdWd3bghqRP3xlvd9jR6vPJZYfCSJNZLmd0KoocuhDtjRYJy6+EIaunRgiFh+gcoI6ArY3nz5iPP/7rj/D6vNDr+v8YxnjH4LjuOBRNZI8Rdh/slsMD4gIsKg2eTBQhEnMERLEgb6tXXmxFYDAk93SbKg4FrtqepYG6OF1P1/2zdTj0tUNyYp+oLpixoudiL4hiQyIsNLzaIOsQiMfEnARB1CbIuy9PViAUxYdMw0zytcTz+qobPleL/Hs/nbmddV0Wqp+oRsNLDbCNt2HY7cNCdNYokLba7XJ4QFyARaXBk71ZVIw7UlJlUSIxNDDKZMJjubnI0Pf8DnYpPhx1u+XFOFGnw/1p6fh5Qz2WHi2Xs/7FBf6+Ty72gig29L36OvyhuQmpej3uT02TcxIEUZtAFBISFQhF8aESo0mGE/G83iGFhxsa8aucnL7jfS0jQxZIeqy5CXPi4vCjrOyo6RVIu+detZtBp9D4T130TiEh9in40f/+CJ3dnXJXw1N9bPgYh/SH+NMIAdcJF1wNLlmdMFrcPvZ2PDDlgSEfZ/Xf/oZNa9agYNSovvvytm1Dzp69Qz42feqoy4VKj0cWHIp2ybfcgqxvfVPtZtApOEygkgRbAuZNn4f2rnb4ThqH7DXGMyZqVxaEG1HQKJqCAEWeIpMpJoKA2KY47Z671W4GDYJhQEUzJ85EZkomGpobBjxmhhkjvdy4g4iih5g0qE/pX2OFwgPDgIpSk1Ixd9pcNLc1QxlkDbEIAyb/2cv1EhGFO11KClcQhDGGAZWJMCAqE9Y21A54TFQlFMMFRESRLu3uu6GzsdpguGIYUFlqciouuegStHW2wTtIsZMRvhGIU/gPiIgilyE3F8nXX6d2M+gMGAbCwMVTL5YrCqrrqwc8poMOkzyTVGkXEVEgZDz4IDTnsDskqYdhIExWFiy9eCnsdvugVQnzlDxk+Vigg4giT9zs2UhYukTtZtBZMAyE0cqCEcNHoKq2atDHp3imRF2ZYiKKcgYDMr/9LbVbQeeAV5cwqkq4dM5SeDyeQXc0TPAnoMxbpkrbiIguROrnPgdTYSFPXgRgGAizPQvGlIxB5YnKQR8f6x0Lq9J/YxMionCkz8pC2r33qN0MOkcMA2G2o+GVC6+E0WhEa3vrgMf10HMyIRFFhMxvfANai0XtZtA5YhgIM6OKR2HOlDmoqa8ZtBBRvpLPyYREFP6TBi9dqnYz6DwwDIQZsdf6snnLkJ2RLQPBYKZ5pnHfAiIKSxqLBVk/+IHazaDzxDAQhtJT0rFs7jK5o6HT5RzwuM1vw0TPRFXaRkR0JpkPfg3GYbk8SRGGYSBMzZk6B2NGjEFFTcWgj4vKhJm+zJC3i4jodCzTpyPp+ut5giIQw0CYMhlNWH7JchgNg08m1ECD6Z7pHC4govBgNiPnoYfkUCdFHoaBMDZ6xGjZQyDKFPt8vgGPc7iAiMJF5tcf5PBABGMYCGMiYV95yZUoHFaI4zXHB30OhwuISG2mqVORzOGBiMYwEOaSE5JxzZJr4Pf70dbRNuhwwQzPDBj93ASEiFRgtSLvZz/l8ECEYxiIAFPGTMG86fNQVVc16HBBnD8O093TVWkbEcW23J/8RG5RTJGNYSBChgvEZMIzDReInQ1LvCUhbxsRxS7bymu5I2GUYBiIkuECYZJnEpKV5JC3jYhiUEEBcr/7XbVbQQHCMBCBwwXVddXwer0DHtdBh9nu2VxuSERBpRiNKPr9/0Jr5FylaMEwEGHDBVctugqlBaUoryyXvQSnivfHy3LFRETBkvbtb3Fr4ijDMBBhkuKTcP3l1yPOGoe6prpBn1PgK0CRtyjkbSOi6KdfvBiZq1ap3QwKMIaBCDSyeCSWL1wu5w5027sHfc5Uz1SkKqkhbxsRRS9vQQGKf/kLtZtBQcAwEKEWzVqEiyZehGPVxwZdbijmD8xxzYHFz/3EiWjoPDYbSv/0R84TiFIMAxFKr9fjusuuQ1FeEY5WHR30ORZYZCDQ+XUhbx8RRQ+fToec3/wapqwstZtCQcIwEMFSk1NlIBCbGtU31Q/+HH+q3NCIiOhCmb/4BaTNns0TGMUYBiLcuLJxuHz+5Whpa0Fnd+dpJxSO8owKeduIKPI5Fi7EiLvuUrsZFGQMA1Fg2dxlmDttLipqKuByuwZ9zgTvBOT4ckLeNiKKXF3FxRj/60fUbgaFAMNAlMwfuP6K6zG+bDyOVByBoiiDbmgkChJxhQERnYuutDSM/tMfoWdhoZjAMBAl4uPi8dkVn0VeVt5pCxLpocc81zzEK/GqtJGIIoPdZkPBk08iLj1d7aZQiDAMRJGcjBzcfNXNsJgtOFF/YtDnmGDCfPd8LjkkokE5jUYk/eJhpI8s4xmKIQwDUWZs6VisvHQluh3daG1vHfQ5Nr9N9hAY/IaQt4+IwpdbpwO+/iCK589XuykUYgwDUWj+9Pm4dM6lqG2oRVd316DPSfYnY657LmsQEJHk1WjQ9tlbMPHGG3lGYhDDQBTSarW4Zuk1mDt9Lo6fOA6H0zHo8zKUDFzkvggavybkbSSi8CGmHDdceQVmffnLckM0ij0MA1HKaDDipuU3Yfq46XJCodvjHvR5eUoeZnpmMhAQxXAQqL5kIWZ///swcOVAzGIYiGJxljjces2tGFc6DoeOHYLX5z1tUSJRpZA9BESxFwSOX3wxZj/0EMxWq9rNIRUxDES55IRk3LbyNpQML5GBYLAaBEKRrwjTPNOAgSsSiSgKiX/q5dOmYdZPHoItMVHt5pDKGAZiQGZaJm77zG3IzczF4eOHB61BIBT7ijHDM4M9BERRTrwlODBpImY89GMks5YAMQzEjuE5w3HbtbchJTFFVik8XSAQPQQMBETRS/zL3zNhPKZ+//vIzMtTuzkUJtgzEEPKispw+2duR6It8bRVCoVCX6GcVKj189eDKJooGg12jh+P6d/7HvLLWFSIPsW/9jFYlEgMGcRb43G06uhpA4GYVCjqEOj9+pC3kYgCz6PV4uPJkzH9u99B4ejRPMXUD8NADBIbGn1+5eflaoPyqtP3EGQr2VjoWgiT3xTyNhJR4Lj0emyZPg2zRHXBsWN5amkAhoEo8Morr2DRokVITU1FQkICpk+fjsceewxe7+BLCYWJoybKIYMEa8IZhwxS/alY5FqEOCUuiN8BEQVLt8mEjRfNxLyvfAUjxo8f8vHmz58vd0rV6XSIi4tDSUkJ7rrrLhw9ejQg7SV1MAxEuPvvvx9f/epXcc8996CiogINDQ145JFH8MYbb2DevHno6hq8HLEwYeSEnkBgSzjjpMIEf4IMBIkKlx8RRZI2qxWbZ12EJQ88gBHjxgXsuBs3bpRvNurq6vDcc8/BZrPJNyFbt24N2GtQaDEMRLAnnngC77//PjZv3oxrr71W/oM0m82YPXs2Vq9ejYULF6K2tvaMxxhXNg53rLoDqUmpOHj0IHw+36DPs8IqA0G6j1uaEkWChngbts+dg2Vf/CKKxowJ+PFF2eL4+HhMnjwZv/zlL/Hoo4/ixhtvPO3fEApvDAMRSryL/8lPfoInn3wSycnJgz7nhz/8oezCO5sxJWNwz433ID8nHweOHoDH6xn0eUYYscC9AIXewiG3n4iCpzw1FQcWL8bVX/oSCkeNCsmpFkEgKysLa9asCcnrUWAxDEQoMT4nqgnOnDkzIMcrzi/GvTfdi5FFI2UPgdPlHPR5OujkssPJ7sksTkQUZvwaDbbm5qJh2aW49gtfQE5haIP78uXLsWHDhpC+JgUGw0CEqq+vR25ubkCPmZORg3tvvBeTx0yWlQrtDvtpn1vmK8M89zwY/caAtoGILozHYMC7RUXQXbYM195zD9Kys0N+KsXfpMbGxpC/Lg0dw0CESktLk5MFAy01ORV3XX8X5kydg2PVx9DR1XHa54qlh0tcS5CgJAS8HUR07rptNqwuKUH2FZdjxV13ITE1VZXT19raKlc0UeRhGIhQYi6Aw+HA7t27A37s+Lh4ubnR4tmLUVNfg4bm04eOeH+8DAQ5vpyAt4OIzq4hLQ1vlpZg7PIrceXnPw+LzabaaRMTmqdMmaLa69OFYxiIUGIm7ze+8Q3ccccdsNsH787/1a9+haqqqgs6vtlkxs3Lb8Z1l12Hbke37CU43dJDAwyyWuF4z3jOIyAKYWnhPcOHY/2okZh/00249JZbYDSbVTv/W7ZswYcffijnDVDkYRiIYPfddx9Gjx4tJxG+9tprsqaA2+2W/yhXrFiBp556ChaL5YKPLwqLXD7/crn00GaxyZUGpytkpIEGY7xjcIn7ElgV7otOFExOqxX/KSvDiTGj5bDA7Msuk0WAQs3j8cg3HI8//jguv/xy/O53v4PVyn//kYiF5yO8d+Dpp5/Gs88+i4cffhg33XSTXONbVFSEVatW4ZlnnhnyP0zxGtPHT0dachr+8vJfZCAQKw8s5sFDRrqSjktdl2KTcRNqdDVDem0iGqgpOxvvp6Uie+xYXH7rrcguKAj5aRJvQERPofj7kJ6ejmnTpuGFF17A3Llz+SOLUAwDUeCGG26Qt2AqyivCF275Ap559Rls2rlJrjxIThy8voEJJjlscFB3EDsMO6BoxO7pRDQUilaLwyNHYpvZhLEXXYRLb7oJCSkpqswLoOjDMEDnTFQpvPO6O5GRkoE1H66RKw1EoSLx7uB0yw9FT8EG4wZ0ajt5pokukCM+HhtHFKPZbMacpUsxb8UKGE3cQIwCh3MG6LwnFq66bBX+6zP/BavZiv1H9sPldp32+Sn+FDlsUOYt4+RCogsoIlRdWoLXRhTDk52Nq++4A4uuu45BgAKOPQN03rRaLWZPmY287Dw8+/qz2HVwF7LTs5GSNHiXpR56TPZMRp4vDxsNG9GlPf3mSUT0aW/A7rFjcMTlQunEiVh6443IGDaMp4eCgj0DdMHEEIGYR3DlgivR2t6Ko1U9JZJPRwwZLHMtYy8B0Vl6A06MHIk1Y8egSqvFvKuvxqovfIFBgIKKPQM0JFaLFdddfh0K8wrxwpsvyGGDovyi0642YC8B0ek54+Oxf8pkHOjoQHpaGi5ZtQqjpk497bwcokBhGKAhE3+oZkyYIYcN/vH6P7Bt3zYkxifKFQen+yPW20uwT78P+/X7ueKAEOsrBUTNgJ0pKejs6sLIqVOx5IYbVNlfgGITwwAFjLj433/L/Xhv43t4/b3XZS+B6DE4Uy/BeO94FPoKsc2wDSd0J/jToJjTmpuLQ+PG4mhjIxLNZly+ciUmz58PvcGgdtMohjAMUEAZDUYsnbMUI4tHymGD7fu2Iyk+CdkZ2aftJRD7G4gdEKu11TIUdGu7+VOhqOe0xaFi6lQc1unQ1dSEkVOmYOHKlcjKz1e7aRSDGAYoKIbnDJeTC8+1l0AYpgxDtiu7b+jAp/Hxp0PROSQwdgyOjxiBqooKWTjoss9+VvYGGIzcEpzUwTBAQe8lKCsqw7/W/As79u1AnDUOw7KGyeWJg9FBh3HecXLoYJd+Fyp0FWLjA6KIJ7b5ai4sQOW48ahqb4OjqgojJ0/Gws98hr0BpDqGAQq6gtwC2Uvw4ccf4t/v/xv7juxDTmYOUhJPX0rV5rdhlmcWRnlHYadhJ2p1tfxJUcRqy81B1aRJqPX70VRVKZcJLr7+eoyfPZu9ARQWGAYoZL0EC2cuxPjS8Vj9wWqs27oODU0NKBhWIKsank6yPxnz3fPRoG2Q+xw0a5v5E6OI0ZmWhqrJk9GUmIDa48dhslgw6/LLMevSS5GYlqZ284j6MAxQSKWlpOHmq27G1HFT8ep/XsWeQ3vkzorDMoedcQvWDCUDS1xL5CRD0VPQoe0IabuJzocjMRFVkyaiOTcXDdXVcBxvwYhx4zBn+XIMLytj3QAKOwwDFHJiVcGo4lFyK+T1H6/H6rWrsb98P9JT0+UmSGcqsCImGea6clGlrcI+wz60altD2naiM+lKTcGJsWPRkpeH1sZGtO7b1zMkcMMNGD9rFocEKGwxDJCqQwcLZi7A+LLxeHfju1i7Za2cTyD2ORDbI58uFGigQb6Sj3xXPmq1tXL1QYOuIeTtJ+rVkZmJE+PGoi07Gx0tLWjatw+JKSmYf+21mLpgARJTU3myKKwxDJDqUpNT8Zlln8GsybPwzoZ38NH2j1DXWIfcrFxZyfBMspVsZLuz0aRpkj0FNdoarj6gkK0OaBs2TIaArvR0dLW3o2HvXlgTEjBz6VJMX7wY6Tk5/GlQRGAYoLCRm5mLz179WVw85WK89eFb+Hjvx6htrEVeVp5ckngmaf40zHXPRbumHYf0h3BcdxxejTdkbafY4dPr0FxYiLpRo+BISoKjqwv1+/fDYDJh4ty5mLFkCXIKCzkvgCIKwwCFFTE0IOYS3H3D3XIewZp1a7D74G54Fa8sd5xgSzjj1yf6EzHNMw0TPRNxTHcMh/WHOdmQAsJps6G+rAyNI4rhM5lkT0DT/v3Q6fUonTQJF116KQpGjWIIoIjEMEBhGwpGjxiNssIy7D2yF2s3rcWug7tQXVct5xQkJSSd8Y+uAQaU+krlrV5bj8O6w6jR1XBDJDovikYjhwIaSkvRnpMthwY6W1vRfOQITFYrRk+bhskLFqBw9OgzroYhCncMAxTWxB9YMcFwXOk4HDp2SE4y3LZ3G040nEBGagbSktPO+k4sU8mUN4fHgWP6Y3IIoV3bHrLvgSKPPTERzUWFaCwuhsdqhd/vR1tTE1rq6xGXkIBJ8+Zh8rx5yCstZU8ARQWGAYoI4oIvyhqXFpbieM1xfLj1Q2zcuRF7D+9FckIyMtIyYNCfeZc3CywY7R0tb62aVhkKKvQVcGgcIfs+KHy5LRY5F6CpsBD21J7qmD6vFy01NXKFgNhDYNayZZg4Zw6yhg9nCKCowjBAERcKCocVytslsy7Bpp2b8NG2j3Dk+BHo9XpkpWchPi7+rMcRlQ2TvcmY6J0ohxFEMKjWVcOj8YTk+6Dw4DUY0Jqfj6aiQnRkZYlfMHm/o7sbzbW18LjdSM3MxCWrVmHMjBlcHUBRi2GAIpaYULhi8Qosnr0Yuw7sknsfHDp+CJUnKuXwgbidbRxX1CzIUrLkzefxyWAg5haIG3sMopPbakXrsFy0DstDR3YW/J/8jiiKgrbGRnkTKwOGjRiBSXPmoHTiRFjjzx4wiSIZwwBFPJvVJmsUzJw4E+WV5di8a7O8HTh6QO57kJ6SLnsLzja3QOyYmKPkyJtYkdCiaekLBqx0GNm6U1LQOmwYWvOGwX5SASAxF8De0YHWhga4nE4kpaXJGgGjp09HXkkJJwVSzGAYoKghtkUuKSiRt0vnXoqdB3Zi887NOFZ9DJW1lYi3xstJhxaz5ZyOl+JPQYo3RW6pbIdd7pwoeg5EtUP2GoT/+L+oCtiRlYn23Fy44/rXqXDa7bJcsAgC4l2/uPCLYYCSCRNYLZBiEsMARaXUpFS5S+L86fNlEBAbIolgUF1fDZfbJScdik2TREnkc2GFFcW+YnmDB+jQdMidFHvDgVPjDPr3RGe/+HdmZcqPzsSBlSvF+L8YAhBLA8UwgNgzYM6VV6J47Fhk5ufLMEkUqxgGKKqJP/AFuQXytvTipThSeUTOL/h4z8c4VnUMPp8P8bZ4pCSlwGq2nvMM8QR/AhJ8CRjhG9EXDpq0TXI4QQwviI8+jS/o31+sVgC0J6fIrv/u1FR0pacNevEXQwCiB0CsBBA9AFqdDimZmXJZ4Ijx4zGsuBh6w5lXoBDFCoYBihkGg0HulihuVy68UgaDw8cOY/v+7ahrqoPD6YDFZJHBQFQ6PJ93ir3hAJ9c/xUoMiC0aFv6AoLYdtmtcQfvG4xCXqNRbgcsLvrdqT0Xf0dCgkh5gz5fTALsbm9He0sLXA4HzFarXA0w7ZJLkF9aKocDTJZzGyYiiiUMAxSTrBarLGYkblctugoVJypwuOIwduzbIVcj1DbUyg2PRCgQmyXFWeLOa125Flok+ZOQ5EvqCwiCCy4ZCjo1nT03bacMDV2arpjtSfDpdHDFx8OZkCAv9OKjM6Hnc6/ZfMavle/+u7tlaeCujg74FUUWBcovKUHJxInyo6gJIEoGE9Hp8V8IxTxRn0DshyBuYiihvqkeRyqOoLyqXO6P0NTShEpHpewp6A0HIkycTzjoZYIJ6Uo6xP9OJYKCmJjYexPzEPr+G05ZA0H8T2zAJP4XruFB0engM+jh0xvgM/TcPBaLvImxfY/1k4/yZoXXbDrnYw928Rfv/sUWwaI0cO6IEcgbMUIOB1zIz4coVjEMEJ1EXEBE4SJxu3jqxfB6vahpqJG9BSIgHCg/gIaWBjidTvjhl/MMbHE2ubzRZDQN6QIkgoLJb5I9CudCDEWIULC/Yj9mz5iNZfOWQfErsl0p5p4KesFQN3IkmgsK4P/ke/VrtFDExV9c+MU78ABNxBMXfrfTKQsA2Ts7Zbe/2BvAbLHIaoDy4l9cjKz8fKTn5vLdP9EQMAwQnekfiF6P4TnD5W3O1DnweDwyHFTXVsv9EUTvQV1jHWrqauQqBTG0IAKC6DkQH8UyxmBtYCOGIozifx4j0nRpKEkuCcnPUtTqF7dAEhM5xcVe3MSWwL0XfqPRKJf+5RQVyQl/aTk5yMrLkx85+Y8ocBgGiM5zEmLv6oReXfYuGQjErTcgiKGG5rZmOSlRvFsXxDJGMUFRBASTySQ/1+v0MdGdLd7lizr/Xo+n76IvbmK5n/j+xU1M7BM7AeYWFcl3/OKCn5aVhdSsLFhsNrW/BaKoxjBANERiiGDE8BHy1kuEgJb2FrS0tciPIhiISYmiV6GzqxMdXR1we9xyGEKj1ciLpbggioAgbmLTJTFHQYQFrU4LnVbX89+f3Nd7AQ0V0b7ej2KcXvH55Lt58fHU/xbfk8flkhd+8dzeev9iaZ/BaITRbEZ8UpLc9ld074suf3FL/OQjZ/sThR7DAFEQiHf/ueZc5Gbm9rtfXExFEBA30aMgb909H8V9Ta1NaG1vlZ+LC6wIDD6nDz6l54Irb4pPLqETcwN6/u+HyXDuk/DOh7h4i9c6tm9fX/jQaLVy6ENc3Hs/9v633mj89OKemipn9otufvHOXtysNhtsiYnyvljoESGKFBp/b+QnorAh/ll6vB45D0EEAjFXweX59L+9Pm/Pu/RPbqIEs+ihCDQxfl95+HBfT4S4iWV6YrxeVPETYUH+t9EoPxf/zYs8UeRhGCAiIopxLMZNREQU4xgGiIiIYhzDABERUYxjGCAiIopxDANEREQxjmGAiIgoxjEMEBERxTiGASIiohjHMEBERBTjGAaIiIhiHMMAERFRjGMYICIiinEMA0RERDGOYYCIiCjGMQwQERHFOIYBIiKiGMcwQEREFOMYBoiIiGIcwwAREVGMYxggIiJCbPv/XgPUrvaWz7wAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes = [30, 20, 25, 25]\n",
    "labels = ['A', 'B', 'C', 'D']\n",
    "ax=plt.subplot()\n",
    "ax.pie(sizes, labels=labels, autopct='%1.3f%%', startangle=0,explode=[0,0,0.1,0.1],shadow=True)\n",
    "ax.set_title(\"饼图\")\n",
    "ax.axis('equal')  # 保持圆形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41c16710-cdcb-4966-83db-b1858be83dd0",
   "metadata": {},
   "source": [
    "#### 饼图的一些常用属性\n",
    "- startangle：起始角度（0°在x轴正方向）90（从上方开始）\n",
    "- autopct： 显示百分比格式 '%1.1f%%'\n",
    "- radius：饼图半径 1.0\n",
    "- explode：突出显示的部分（分离效果）[0, 0.1, 0, 0]\n",
    "- colors:各部分颜色 ['red', 'blue', 'green', 'yellow']\n",
    "- wedgeprops: 控制每个“扇形”的样式\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7675ca76-d594-4aab-9152-d0e6ec309615",
   "metadata": {},
   "source": [
    "## 散点图（Scatter Plot）\n",
    "函数：plt.scatter() <br>\n",
    "用途：显示两个变量之间的关系（相关性分析）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "bf7484c2-613e-4909-97c5-b51b349f85ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "\n",
    "x = np.random.rand(30)\n",
    "y = np.random.rand(30)\n",
    "ax=plt.subplot()\n",
    "ax.scatter(x, y, color='green', alpha=0.6)\n",
    "ax.set_title(\"散点图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0d40734-60e4-4f41-a3ae-813248493f1f",
   "metadata": {},
   "source": [
    "##### 线性关系如何画？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5848e7df-c6a0-4295-aef6-65f1feffc549",
   "metadata": {},
   "source": [
    "## 直方图（Histogram)\n",
    "函数：plt.hist() <br>\n",
    "用途：查看数据的分布情况（如正态、偏态等）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "b53eee3d-7dd4-40c3-93ac-61eed1e2fad5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '直方图')"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WLZL//u//Nvuff/55KS0tlaNHj8rQoUPNPi3Lzs7uu08HADfQutB1A+5+r6xZ2d+XALg1pKOjo0N6SEPJjBkz5NSpUyakqCNHjsjcuXPl5MmTXepqEImIiJCpU6ea1xpmxo8fL01NTXL58mUZN26cHDp0SEJCQsz+uro6mTJlijnPyJEje9SSExwcLA0NDRIUFNTTjwAMSgPxFyduDAIKbrSe/v72qIunqKhIEhMTneFExcbGmu6esrKyLnW//e1vO8NJTU2NrF69WubMmWNeHzhwwBznCCdKu3lmzpwp7733nieXBAAABnsXT2VlpURHR7uUx8TESHl5uUyaNMll37Zt22T+/Pni7+8v77//fo/OAwAABjePAkpzc7MEBAS4lGv40H3uzJs3T86cOSObNm2Sb33rW/Lhhx/26jytra1m69xEBAAAvJNHXTwaIFpaWlzKdfyIu8DhMHbsWDNLRwPK5s2be3UeHTyrfVaOLTw83JNLBwAA3hpQdNBrRUWFS7mWRUVFOV+3t7fL3r17XerdfvvtUltb2+PzdJaZmWkG1Di2qqoqTy4dAAB4a0BJSEiQwsLCLuuVlJSUmK6XzmNKdNrwd77zHZeBs/v27ZNbb71Vpk+fLocPH5bz588799XX15tQEx8f7/a9fX19zWjfzhsAAPBOHgUUXc9EA0RGRoaZLqytGGlpaZKVlWX2JycnS35+vvla66SmpppBrxcvXjRromgAeeSRR2TEiBGyePFic6x265w7d06WLFkiTz/99HW7igAAwODg8UqyeXl5prVDpwjHxcVJUlKSCSJKF17TLhz15JNPmqnG99xzj9x8882yfft22bFjh2kJUWvWrDFroUycOFEmT55sZgC9+OKLff35AACAty/UZhMWagN6joXa0B0WaoNXLNQGAABwIxBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAAADP6A0NjZKSkqKBAYGSmhoqOTk5HRbd+vWrTJt2jQJCgqS2bNny7Fjx7rs37BhgwwbNkx8fHzMpucEAADwOKCkp6fL8OHDpbq6WoqLi6WgoEDy8vJc6r3zzjuyYsUK2bhxo5w5c0YefvhhmTNnjjQ1NTnrHDp0yOxva2szW+d9AABg8PIooGgo2bNnj+Tm5kpwcLBERkbKpk2bJDs726Xuq6++Kj/5yU/kzjvvlICAABNsZs6cKb/73e+6BJQpU6b0zScBAACDM6AUFRVJYmKi+Pn5OctiY2NN10xZWVmXulOnTpVZs2Z1KQsPD5ezZ886Xx8+fFhiYmJ6f/UAAMAreRRQKisrJTo62qVcQ0Z5eXmXsrVr18ro0aOdr69evSo7d+40LSrqwoULputnxowZMnbsWFm6dCldPAAAwPOA0tzcbLprruXv72/2Xc/LL78sEyZMkLvuusu8bm1tlV27dslHH31kuno6Ojpk2bJl3R6v9XWAbucNAAB4Jx9PKmsQuXTpkkt5XV2d2+DisH37djMYdt++fc4ybTXR7iKlXUQ6rkW7gDR46Kyfa+k4l5deesmTywUAAIOhBSUiIkIqKipcyrUsKirK7TH79++XtLQ02bJliwkl3dGZQePHjzcDcd3JzMyUhoYG51ZVVeXJpQMAAG8NKAkJCVJYWGimBDuUlJSY7hd3Y1M0bMybN8+0jjjGnjjK58+f79IKc+LECdMN5I6vr69pWem8AQAA7+RRQAkLC5P4+HjJyMgwA1q1FUNbR7Kyssz+5ORkyc/PN1/r/vvvv1+WL18uDz74oMt5ampqzHEXL16U48ePy0MPPSSpqaldZggBAIDByeOF2nRRtvr6egkJCZG4uDhJSkoywUKVlpZKbW2ttLe3y8KFC+XAgQPy3HPPOVeK1c1RV7t8Dh48KOPGjTMtMzqb55VXXun7TwgAAAacIR06fWYA0sG0ulicjkehuwc30rrQddxweI2VNSv7+xIwyDT28Pc3DwsEAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAAAM/oDQ2NkpKSooEBgZKaGio5OTkdFt369atMm3aNAkKCpLZs2fLsWPHnPuuXLkiy5cvl9GjR8uYMWNk1apV0tbW1vtPAgAABm9ASU9Pl+HDh0t1dbUUFxdLQUGB5OXludR75513ZMWKFbJx40Y5c+aMPPzwwzJnzhxpamoy+59//nkpLS2Vo0ePmu3w4cOmDAAAYEhHR0dHT2+DhpIZM2bIqVOnxM/Pz5QdOXJE5s6dKydPnuxSd968efLYY4/JggULnGWPPPKI2e6//34ZN26cHDp0SEJCQsy+uro6mTJlijnPyJEje9SSExwcLA0NDaaFBrhR1oWu42bDa6ysWdnfl4BBprGHv789akEpKiqSxMREZzhRsbGxprunrKysS92pU6fKrFmzupSFh4fL2bNn5cCBA+Y4RzhR2s0zc+ZMee+99zy5JAAA4IU8CiiVlZUSHR3tUh4TEyPl5eVdytauXWvGlzhcvXpVdu7cKXfeeadH53FobW01qavzBgAAvJNHAaW5uVkCAgJcyv39/c2+63n55ZdlwoQJctddd/XqPNnZ2aZJyLFpawwAAPBOHgUUDRAtLS0u5Tp+xF3gcNi+fbsZLPuv//qvvT5PZmam6a9ybFVVVZ5cOgAA8NaAEhERIRUVFS7lWhYVFeX2mP3790taWpps2bJFxo4d2+vz+Pr6msE0nTcAAOCdPAooCQkJUlhY2GW9kpKSEjM+xN2YEp31o7N5cnNzzdgTh+nTp5tpxefPn3eW1dfXy969eyU+Pr73nwYAAAy+gBIWFmYCREZGhlnPRLtZtHUkKyvL7E9OTpb8/Hzzte7X6cS6GNuDDz7Y5TwjRoyQxYsXm2O1W+fcuXOyZMkSefrpp6/bVQQAAAYHjxdq00XZtLVDpwjHxcVJUlKSpKammn268Fptba20t7fLwoULzXTi5557Tnx8fJybo+6aNWvMWigTJ06UyZMny6RJk+TFF1/s+08IAAC8e6E2m7BQG/oLC7XBm7BQG7xioTYAAIAbgYACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAABj4AaWxsVFSUlIkMDBQQkNDJScnp9u6u3fvluHDh5u67mzYsEGGDRsmPj4+ZuuuHgAAGFw8Dijp6ekmdFRXV0txcbEUFBRIXl6e27r33nuvXLlypdtzHTp0SDZu3ChtbW1ma2pq8vRyAADAYA8oGkr27Nkjubm5EhwcLJGRkbJp0ybJzs7u1ZtrQJkyZUqvjgUAAN7Lo4BSVFQkiYmJ4ufn5yyLjY01XTNlZWUev/nhw4clJibG4+MAAIB38yigVFZWSnR0tEu5hozy8nKP3vjChQty5swZmTFjhowdO1aWLl163S6e1tZWM/6l8wYAALyTRwGlublZAgICXMr9/f3NPk9o4Ni1a5d89NFHpquno6NDli1b1m197UbSbiXHFh4e7tH7AQAALw0oGkRaWlpcyuvq6twGl+vRVhPtLtLuoZtuusmMayksLOy2ZSQzM1MaGhqcW1VVlUfvBwAAvDSgRERESEVFhUu5lkVFRX2uC9GZQePHjzcDcd3x9fWVoKCgLhsAAPBOHgWUhIQE08qhU4IdSkpKTHeNu7Ep3dEQMn/+fJdWmBMnTsiECRM8uSQAADDYA0pYWJjEx8dLRkaGGdCq3SxpaWmSlZVl9icnJ0t+fn6PzlNTU2OOu3jxohw/flweeughSU1N7TJDCAAADE4eL9Smi7LV19dLSEiIxMXFSVJSkgkWqrS0VGpra3t0ni1btsjBgwdl3LhxpmVGZ/O88sornn8CAADgdXw8PUBn0Lz++utu9/3pT39yW+5u+rCON9m2bZunbw8AAAYBHhYIAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAYOA/zRgA4D3Wha6TgWZlzcr+vgTcALSgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAwMAPKI2NjZKSkiKBgYESGhoqOTk53dbdvXu3DB8+3NS91pUrV2T58uUyevRoGTNmjKxatUra2to8/wQAAMDreBxQ0tPTTeiorq6W4uJiKSgokLy8PLd17733XhNE3Hn++eeltLRUjh49arbDhw+bMgAAgCEdHR0dPb0NGkpmzJghp06dEj8/P1N25MgRmTt3rpw8ebLb47QFpampyfn68uXLMm7cODl06JCEhISYsrq6OpkyZYo5z8iRI3vUkhMcHCwNDQ0SFBTEvyRumHWh67jbQD9aWbOS+z+A9fT3t0ctKEVFRZKYmOgMJyo2NtYEkLKysh6f58CBA+Y4RzhR2s0zc+ZMee+99zy5JAAA4IU8CiiVlZUSHR3tUh4TEyPl5eVf6HlaW1tN6uq8AQAA7+TjSeXm5mYJCAhwKff39zf7vsjzZGdny0svveTJ5cJydJUAAPqkBUUDREtLi0u5jh9xFzj68jyZmZmmv8qxVVVVeXLpAADAWwNKRESEVFRUuJRrWVRU1Bd6Hl9fXzOYpvMGAAC8k0cBJSEhQQoLC7usV1JSUmLGh7gbU9Kd6dOnm2nF58+fd5bV19fL3r17JT4+3pNLAgAAgz2ghIWFmQCRkZFhpg1rN0taWppkZWWZ/cnJyZKfn/+Z5xkxYoQsXrzYHKvdOufOnZMlS5bI008/7VFXEQAA8E4eL9Smi7Jpa4dOEY6Li5OkpCRJTU01+3Thtdra2h6dZ82aNWYtlIkTJ8rkyZNl0qRJ8uKLL3r+CQAAwOBeqM0mLNQ28DGLB0BvsFDbwPaFLNQGAABwIxBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAAADP6A0NjZKSkqKBAYGSmhoqOTk5HRbd+vWrTJ58mTx9/eXe++9V8rKyrrsf+utt2To0KHi4+Pj3M6ePdu7TwIAAAZvQElPT5fhw4dLdXW1FBcXS0FBgeTl5bnUO3jwoCxbtkw2bNggDQ0N8vDDD8t9990nLS0tzjqHDh2SF154Qdra2pzb2LFjP/+nAgAAgyegaCjZs2eP5ObmSnBwsERGRsqmTZskOzvbpe7Pf/5zWb16tXz961+XESNGyBNPPCF33XWXvPHGG10CypQpU/rmkwAAgMEZUIqKiiQxMVH8/PycZbGxsaa759rum3fffVfmzZvXpWzBggVSWFjofH348GGJiYnp/dUDAACv5FFAqayslOjoaJdyDRnl5eUurS1RUVHXractKElJSTJmzBgTXj7++ONu37u1tdWMf+m8AQAA7+RRQGlubpaAgACXch0Eq/s6a29vNwNgu6unY1H+7d/+TT744AMTWm699VYTVrqj3UjareTYwsPDPbl0AADgrQFFA0bnQa4OdXV1LsFFw0lHR0e39bSb6MEHH5RRo0aZwLFmzRq5dOmSGVzrTmZmphls69iqqqo8uXQAAOCtASUiIkIqKipcyrXs2u6csLAw0yX0WfU6032nT592u8/X11eCgoK6bAAAwDt5FFASEhLMIFedDuxQUlJixodcOzblq1/9quzatatLmU5Jnj17tly+fNkMtu3cLaTn2Ldvn1k3BQAADG4eBRRtFYmPj5eMjAxpamoy3SxpaWmSlZVl9icnJ0t+fr75+plnnpG1a9fK3r175cqVK7Jx40b56KOPZOHChWbasXbtfPe735Xz589LTU2NPP7442Ya8sSJE7+YTwoAALx3oTZdlK2+vl5CQkIkLi7ODGxNTU01+0pLS6W2ttZ8PXXqVHnttdfkscceM90xmzdvlh07dpiuGqULuF29etUEkq985StmbIqGGAAAgCEd145kHSB0mrEOrtUBs4xHGZjWha7r70sAMACtrFnZ35eAG/D72+fzvAkAADfaQPzjhlDlOZ5mDAAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsw0qyXmIgrqwIAEB3aEEBAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6/j09wXYaF3ouv6+BAAABjVaUAAAgHUIKAAAYOB38TQ2NsqTTz4p27Ztk6CgIHn22Wfl+9//vtu6W7duldWrV0tVVZXcfffdkpeXJ5MmTXLuX7NmjfzTP/2TNDc3y4IFC2T9+vUSGBj4+T4RAACWGYhDB1bWrBxYLSjp6ekyfPhwqa6uluLiYikoKDDB41oHDx6UZcuWyYYNG6ShoUEefvhhue+++6SlpcXsz83NNQHm/fffl9OnT8uQIUMkLS2tbz4VAAAY0IZ0dHR09LSyhpIZM2bIqVOnxM/Pz5QdOXJE5s6dKydPnuxSV8PJ5MmTZeXKPyewRx99VL75zW/KkiVLJCYmRt544w254447zL4rV67IxIkTZc+ePea/PWnJCQ4ONuFHW3IGe9IFAGAgtKD09Pe3Ry0oRUVFkpiY6AwnKjY21nTLlJWVdan77rvvyrx587qUaTdOYWGhfPzxx3Lx4kVnOFHaKvPAAw/I7t27PbkkAAAw2MegVFZWSnR0tEu5toaUl5d3GV+irS1RUVFu633WedxpbW01m4MmL0cS62st7f/XDQUAwGDV+AX8fu183s/qwPEooOhg1oCAAJdyf39/s6+z9vZ2GTp0qNt6npzHITs7W1566SWX8vDwcE8+AgAA6IGs4Cz5In366aemq6dPAooGiEuXLrmU19XVuQQODSeajnTw67X19DyOwbKfdR6HzMxMWbFiRZcAVF9fL2PGjOnyHv1B06AGJZ2t1NfjYbwF94h7xPcR/6/Zgp9H/XuPNBtoOAkNDb1uPY8CSkREhOzcudOlvKKiwqU7JywszHTlREZGutTT8+jX7s5z5513un1vX19fs3U2atQosYn+IxJQuEd8H/H/mg34ecQ9svn76HotJ70aJJuQkGAGuba1tTnLSkpKzNiQa8eUfPWrX5Vdu3Z1KdMpybNnz5ZbbrlFRowYIceOHXPu03Pq2iqzZs3y5JIAAIAX8iigaKtIfHy8ZGRkSFNTk2n60bVLsrL+r58qOTlZ8vPzzdfPPPOMrF27Vvbu3WumEG/cuFE++ugjWbhwodmv51i6dKlZA0WberS+hpcJEyZ8EZ8TAAAMIB4v1KaLsunYj5CQEImLi5OkpCRJTU01+0pLS6W2ttZ8PXXqVHnttdfkscceM81Dmzdvlh07dji7aZ544gkzZVnXVdHgc/nyZbN420Ckn+mFF15w6YIC94jvI/5fu9H4ecQ98pbvI48WagMAALgReFggAACwDgEFAABYh4ACAACsQ0ABAADWIaD0IV3d9oc//KGZ4XTTTTfJk08+6Xbl3cHun//5n81zl0aPHm1mgdXU1PT3JVlHp+X7+PjIbbfd1t+XYtXKlikpKebhpLoCZU5OTn9fkpXuueces5L3P/7jP/b3pVjn/Pnz8vjjj8vNN98sX/7yl+XHP/6x+bmNrgum3nffffKlL33J/Jz+j//4D+kvBJQ+tG7dOvMU5w8++ECOHz9uwsmqVav68i0GvE2bNpmp6tu3bzcrDU+bNs089ZofEl0tWbLEfA/hz9LT081Tz/VBpMXFxWbhR/1eQld79uyRH/3oR9wWNxYsWGCWtThx4oS89dZbsnXrVvn5z3/Ovfp/Oqn3gQcekHvvvVfOnTtn1jXTx8y8//770i90mjH6xhtvvNFx6tQp5+v9+/d3fOUrX+H2djJt2rSOffv2dbkncXFxHf/zP//DfbpGRUUF3z//7/Tp0x233HJLR3Nzs/P+HD58uCMyMpLvGzdeeOGFjn/4h3/g3nTywQcfdNx2220d7e3tXb6Hpk6dyn36f/X19R25ubkdnT377LP99r1EC0of0lVy9TlDmkLLy8vlxRdflDlz5vTlWwx4X/va1+SOO+7oUqYPpDp79my/XRPsV1RUZBZ29PPzc5bFxsaa7p6ysrJ+vTYMDFevXjUPnO38cFl+9nSl3e7Lli0zX+viqdrK9Jvf/Ma0qPQHAsoXYP369TJx4kTTDN35CcwQ05za+QeEPjLhD3/4g0yfPp3bg25pd+C1z/tS2keufwwAn0UfRLt48eIuZf/1X//V7QNqB7uZM2fKN7/5TfnGN74hf/mXf9kv10BA+QIsX77c/EDVZf71H1iTKNx7+umnTb/wuHHjuEXoVnNzswQEBLiU+/v7m32Ap86cOSMrV65kvE439A9s3fShvq+88or0BwKKB3Sg0KhRo9xuTz31lLOethBo06GOotcBWTt37pTBoqf3yNGasn//fvnJT34ig4kn9wh/DiItLS0ut6Ours5tcAGup7W1Vf72b//W/P+mLQVwpd2pf/VXfyW//e1v5dVXX5X+4NMv7zpA6T/WhQsX3O7TGTsHDhxw6aq4/fbbnQ9QHOz3qDMNbdnZ2WZswWD7BdPTe4Q/07Fd7oK+TomMioriVsEj+oBb/SPyBz/4AXeuk5MnT5qHA3Zu0dY/socNG2ZaKvUPhRuJFpQ+ov+A2p2jazV0tm/fPrn11lv76m28wsGDB2XRokVm8JWuRQB8loSEBCksLJS2tjZnWUlJiflL2N3YFKA7OnlBxy394he/6DIeDmL+YPz7v/97l9Cia6Lc6HCiCCh9RFOn/tLV9Su0b7OhocE8qlr99V//dV+9zYCnrUl/8zd/I6+99pppSQB6Qv+Ki4+Pl4yMDDOwuqqqStLS0iQrK4sbiB57/fXX5Ze//KVZ/6TzjDD8n/nz58sf//hH+fd//3fTYnL06FF59NFH5fnnn5f+QEDpQ2vXrpUJEyaYEc/jx4+X0tJSs5gU/twNposAnTp1SpKTk81KqY5tzZo13CZcly7KVl9fb1ZqjouLM6sQa1M90BO6iKb+AandgroSceefP/ozCSIjR440M5s2b95sVtvVXgH9Wa1/fPeHIboYCv8wAADAJrSgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAEBs879Ka3Ra1ka/mQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randn(1000)\n",
    "\n",
    "plt.hist(data, bins=10, color='purple', alpha=0.9,orientation ='vertical',density=True)\n",
    "plt.title(\"直方图\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a93fb556-5d79-4ec4-91f1-b72cac413331",
   "metadata": {},
   "source": [
    "#### 直方图的一些属性\n",
    "- orientation 方向：'vertical' / 'horizontal'\n",
    "- bins 边界值：直方图的分箱数量或边界 10 / [0,10,20,30]\n",
    "- density:当 density=True 时，y 轴显示的是概率密度而非频数，所有柱子的面积之和为 1。\n",
    "- histtype:线条样式 'stepfilled','step'\n",
    "- 自动分箱策略（Matplotlib内置）\n",
    "1. auto':自动（默认）\n",
    "2. 'fd':Freedman–Diaconis\n",
    "3. 'sturges'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f3e7f2b-b832-42fb-b6da-028ad4cf34c0",
   "metadata": {},
   "source": [
    "#### 堆叠直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "5a42d350-eadd-4506-b96e-db038c3924f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '堆叠直方图')"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "data1 = np.random.randn(1000)\n",
    "data2 = np.random.randn(1000) + 2\n",
    "plt.hist([data1, data2],\n",
    "         bins=20,\n",
    "         color=['skyblue', 'orange'],\n",
    "         stacked=True,\n",
    "         label=['A', 'B'],\n",
    "         edgecolor='black',orientation='horizontal')\n",
    "plt.legend()\n",
    "plt.title(\"堆叠直方图\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ece74416-7fca-499f-8c6e-09c6fecf33f0",
   "metadata": {},
   "source": [
    "##### 练习2:\n",
    "假设在某一时段，某爷爷奶茶门店收到下列订单号，为了方便店员摆饮料，请根据订单尾号生成一个直方图 <br>\n",
    "numbers = [103,343,423,123,212,300,111,252,107,120,188,156,236,200,150,160,]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd273970-6892-487a-ba74-fd7a8e0d63aa",
   "metadata": {},
   "source": [
    "## 箱线图（Box Plot）\n",
    "函数：plt.boxplot() <br>\n",
    "用途：显示数据分布的中位数、四分位数、异常值。常用于数据清洗和异常值检测。<br>\n",
    "解释：https://blog.csdn.net/tangxianyu/article/details/124210558"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "18fb4e7f-fa8d-4498-a4fc-fd7447dce0ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = [np.random.normal(loc=0, scale=std, size=100) for std in range(1, 4)]\n",
    "#loc中心点，均值，scale 标准差的值，默认1，size多少个点\n",
    "plt.boxplot(data)\n",
    "plt.title(\"箱线图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbaae8c4-9e46-44fe-a40c-84ba71a1498c",
   "metadata": {},
   "source": [
    "## 堆叠面积图（Stacked Area Chart）\n",
    "函数：plt.stackplot()<br>\n",
    "用途：显示多个系列的累计变化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "fa856baf-00a6-4a49-812a-ea9def513864",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1, 6)\n",
    "y1 = [1, 3, 4, 5, 6]\n",
    "y2 = [2, 2, 3, 4, 4]\n",
    "plt.stackplot(x, y1, y2, labels=['A', 'B'], colors=['skyblue', 'orange'])\n",
    "plt.legend()\n",
    "plt.title(\"堆叠面积图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e424acaf-bb46-4dd7-b244-d6c67e27e757",
   "metadata": {},
   "source": [
    "## 误差线图（Error Bar）\n",
    "函数：plt.errorbar()<br>\n",
    "用途：在折线或点图上显示数据的不确定性（误差范围）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "18a79365-1fec-433d-b3cb-4cbf21f9f681",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '误差线图')"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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66itZtGiRdO/e3f4eAQAQBdZYHEi+r7RM2o/6eQD9JyN7SVK8vcBSWFjYsN0fGiq0OgEAAFDvUFFSUiK7d++Wli1b1vVbAQCAh9U5VKxbt06KiookPT1dWrduLffee6/s37+/YfYOAAB4N1QkJyfLggULZP369ZKdnW26QsaMGVNtu0AgYPphKi8AAMC76hwq2rZtK+eee64kJiaaasWMGTPk+eefr7ZdZmampKamhhbdFgAAeNdhz1PRrFkzcRxHiouLw9ZnZGRIQUFBaMnLyzvctwIAAF4JFStXrpTBgwdXG2ORkJBgKheV+f1+SUlJCVsAAIB31elC1vbt28uHH34ozzzzjNx0002Sk5Mj119/vRmsiejixUlbAACHp05nBq1G/Pe//5UhQ4bIP//5TznmmGPkjjvuMAuii1smbQEAHDl1/u19+umny+LFixtmbwAAgGtxQzEAAGAFdWYAcKEOo3/uMrQ1rimo8/gFVsc12ewqReNHqAAAF9obKGuQ1w0Omgbqg+4PAAA8ZPnGXRF7b0IFAAAu5zgHurAmzV8f9vWRRKgAAMDllm04UJ1Ys7VQsnLzI7IfhAoAAFzMcRx5amFu6OsYn8jEeTkRqVYQKgAAcLGs3HxTnQiqcERWbymISLWCUAEAgEs5jmOqElqdqCxS1QpCBQAALpWVm2+qElqdqCxS1QpCBQAALq5S+GqYq8wXgWoFoQIAABcqLa+QrXuKpabMoOu37Skx2x0pzKgJAIAL+eNi5d0h3eTHolIp2V8u/aZmm/WzBneVhKNizePmTeLNdkcKoQIAAJdKa5poln2lB6Ztb5+WIknxkTm9EyoAwIWa+Pn1jcaHn0oAcCHu/onGiIGaAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACuY/AoAgAjoMHqutddy5MBdxTqPXyA+qeHWpfWwfHjXWm9LqAAAIAL2Bg7cr8OmokC5RArdHwAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsiHP7hB8Nac3YiyO9CwAAuEaclyb8AAAAkUP3BwAAsIJQAQAArODeH2hUlm/cJb1+0zLSuwEADa6J33unYO8dEVzHcQ7cXW/S/PVyYbsW4vPZu8MeADRGa1xyMUBhYWGtt6X7AxG3bMOu0OM1WwslKzc/ovsDAKgfQgUiXqV4amFu6OsYn8jEeTlh1QsAgDsQKhBRWpXQ6kRQhSOyeksB1QoAcCFCBSJGqxFaldDqRGVUKwDAnQgViGiVQqsSWp2ojGoFALgToQIRrVLUdJGHrmdsBQC4C6ECEVFaXiFb9xRLTeMxdf22PSVmOwCAO8S5fcIPRxwpCpSbx8n+WPEJ8xu4gT8uVt4d0k1+LCqVkv3l0m9qtlk/a3BXSTgq1jxu3iTebAcAcIc4t0/4sa+0TNqP+vmup5+M7CVJ8czn5RZpTRPNom0Y1D4thTYEAJei+wMAAEQ+VDz66KOSn8/shwAA4DBCxerVq+WBBx7gMwQAAPUPFaWlpTJgwAApKzvQFw4AAKJbvUY1jhw5Us444wwpKCiwv0cAACA6QkVWVpbMmjVLPv/8c+nYsWON2wUCAbPU59apAADA490fGgwGDhwo06ZNk9TU1ENum5mZabYJLunp6Ye7rwAAwCuh4q677pK+fftKjx49fnHbjIwM0z0SXPLy8g5nPwEAgFe6P2bPni0zZ86U2NhYmTx5slmn3RutW7eWN998Uy677LKw7f1+v1kAAEB0qHWo6NOnj+zfvz9s3YknniiffvqpHHvssQ2xbwAAwEWYURMAAFhBqAAAAFYc1t23Nm/ebGcvAACA61GpAAAAVhAqAACAFYQKAABgBaECAABYQagAAABWECoAAIAVhAoAAGAFoQIAAFhBqAAAAFYQKgAAgBWECgAAYAWhAgAAWOGpULF8465I7wIAAFHL9aHCcZzQ40nz14d9DQAAjhzXh4plGw5UJ9ZsLZSs3PyI7g8AANHK1aFCqxJPLcwNfR3jE5k4L4dqBQAAEeDqUKFVCa1OBFU4Iqu3FFCtAAAgAmLcXKXQqoRWJyqjWgEAQGTEuLlKoVUJrU5URrUCAIDIiHFzlcJXpUoRpOsZWwEAwJHlylBRWl4hW/cUS01Xj+r6bXtKzHYAAODIiBMX8sfFyrtDusmPRaVSsr9c+k3NNutnDe4qCUfFmsfNm8Sb7QAAwJHhylCh0pommmVfaVloXfu0FEmKd+0hAQDgaq7s/gAAAI0Pf9ajXjqMnmvtk3PkwOCYzuMXiE9qGIFbD2vGXmzttQAAh0aoQL3sDRzodrKpKFDeIK8LAGh4dH8AAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwgnt/oF6a+PnRAQCE48yAeuHunwCAquj+AAAAVhAqAACAFYQKAABgBaECAABYQagAAABWECoAAIAVhAoAAGAFoQIAALh38qsOo+daey1HnNDjzuMXiE981l6bCZ4AAGjAULFp0ya57bbbZNmyZZKWliZjx46V/v371+k19gbKpCEUBcob5HUBAIDl7g/HceTyyy+Xnj17Sn5+vrzxxhuSkZEhH330UV1eBgAARHuo2LNnjwwZMkTuuece8fv90rFjR+nTp48sXbq04fYQAAB4L1Q0a9ZMBg0aZB6XlpbK/Pnz5a233jKVCwAAEN3qffVHly5dpHfv3tKjRw8566yz7O4VAACInlCRnZ1tlpycHHnooYeqPR8IBKSwsDBsAQAA3lXvUJGQkCBnn322vP322/L4449Xez4zM1NSU1NDS3p6+uHuKwAA8Eqo2Lx5s2zbti1sXatWrSQ2NlaKi4vD1utVIQUFBaElLy/Pzh4DAAD3hwqdm2LEiBHVgsbRRx8tiYmJYev16pCUlJSwBQAAeFedQsUVV1whK1askJdeeslUJtatW2cmvnrggQcabg8BAID3QkVycrLMmTNHXnnlFTnuuOPM1R/XXXedDBw4sOH2EAAAeHOa7tNOO83MTwEAABDxG4o18UfkbQEAQAOKyNmdu38CAOA99Z6nAgAAoDJCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALAiri4b7969W4YNGybvv/++JCcny+DBg+Wee+6RmBiyCeAmHUbPFTdYM/biSO8CgIYKFf369ZMuXbrIxo0bZfv27TJgwABJSkqSu+66qy4vAyDC9gbKIr0LADyo1iWGVatWyY4dO2T8+PGSkpIibdu2lWnTpskLL7zQsHsIAAC8FSrKy8vl7rvvFp/PF1qXnp5uKhYAAAC17v7o1KmTWSqbM2dOtXUAACA61WlMRWU//PCDDB8+XP7zn/8c9PlAIGCWoMLCwvq+FQAAcIF6XbahYaFv375y++23m4GbB5OZmSmpqamhRbtKAACAd9UrVNx8880mJNx33301bpORkSEFBQWhJS8v73D2EwAAeK37Y8yYMfLNN9/IokWLwgZtVuX3+80CAACiQ51CxcyZM2XGjBmSnZ0tCQkJDbdXAADAu6FiyZIlctNNN8n+/fslLS0t7DmdDKtNmzYNsX8AAMBroeK8884Lu5oDAACgMm7aAQAAIjtPBQD3auK391/fEUeKAuXmcbI/VnxS8wBuAN5GqACikM27f+4rLZP2o36+6+knI3tJUjy/VoBoRfcHAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAQgUAAGg8qFQAAAArCBUAAMAKQgUAALCCUAHAmuUbd/FpAlGMUAHgsDiOE3o8af76sK8BRBdCBYDDsmzDgerEmq2FkpWbzycKRClCBYB606rEUwtzD/xC8YlMnJdDtQKIUoQKAPWmVQmtTgRVOCKrtxRQrQCiFKECQL2rFFqV0OpE2C8VqhVA1CJUAKh3lUKrElqdqIxqBRC9CBUA6l2l8FWpUgTpesZWANGHUAGgzkrLK2TrnmKp6epRXb9tT4nZDkD0iIv0DgBwH39crLw7pJv8WFQqJfvLpd/UbLN+1uCuknBUrHncvEm82Q5A9CBUAKiXtKaJZtlXWhZa1z4tRZLi+bUCRCu6PwAAgBWECgAAYAWhAgAAWEGoAAAAVhAqAACAFYQKAABgBaECAABELlRccMEFEhMTI4899pidvQAAANEZKhYvXiyjRo2yvzcAAMC16P4AAABWECoAAIAVhAoAAGBFg935JxAImCWosLCwod4KAAB4uVKRmZkpqampoSU9Pb2h3goAAHg5VGRkZEhBQUFoycvLa6i3AgAAXu7+8Pv9ZgEAANGBgZoAAMAKQgUAAIhs98eYMWPs7AEAAPAEKhUAAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAoHFPfgWg8eoweq6113LECT3uPH6B+MRn7bXXjL3Y2msBaHiECiAK7Q2UNcjrFgXKG+R1AbgD3R8AAMAKQgUAALCCUAEAAKwgVAAAACsIFQAAgFABAAAaDyoVAADACkIFAACwglABAACsIFQAAAArCBUAAMAK7v0BRKEmfv7rA7CP3yxAFOLunwAaAt0fAADACkIFAACwglABAACsIFQAAAArCBUAAMAKQgUAALCCUAEAAKwgVAAAAHdNfuU4jvm3sLDwSL0lAAA4TMHzdvA83ihCxU8//WT+TU9PP1JvCQAALJ7HU1NTD7mNz6lN9LCgoqJCtm7dKkcffbT4fD7rKUrDSl5enqSkpIjXeP34ouEYOT73ow3djzasH40JGijS0tIkJiamcVQqdEdat27doO+hJyMvnpCi5fii4Rg5PvejDd2PNqy7X6pQBDFQEwAAWEGoAAAAVngiVPj9fhk9erT514u8fnzRcIwcn/vRhu5HGza8IzZQEwAAeJsnKhUAACDyCBUAAMAKQgUAAIi+UHHBBReY+S4ee+yxQ2733HPPyQknnCDJycly5ZVXyvbt28Vrx5ibm2u2i4uLCy0ff/yxNGa7d++WG264QY477jg58cQTZcKECWZSNK+0YV2Oz43tt2nTJrnkkkvMBHannXaavPbaazVu68b2q+sxurENq3r00UclPz//oM+98847cuqpp0piYqL07NnTHK/bHOr4SkpKwtpOlzfeeEPcYOTIkRIbGxva7w4dOjSeNnRcZvTo0c6jjz5a4/MffPCB06ZNG+eLL75w9u3b59x///1O165dHS8do3r77bedgQMHOm7Ss2dPJyMjwykoKHDWr1/vdOnSxXnyySc904a1PT43tl9FRYXToUMH5+GHH3ZKSkqczz//3DnxxBOd7Oxsz7RfXY7RjW1YlbaP3+93du7cWe251atXOy1atHD+97//OYFAwHn22Wedk08+2SkuLna8cHxq1apVTo8ePRw36tOnj2mbQ4lUG7qqUlEbTzzxhEycOFHOPPNMk87GjRtn/lpctGiReMlXX30l7dq1E7dYtWqV7NixQ8aPH29ms2vbtq1MmzZNXnjhBU+0YV2Oz43tt2fPHhkyZIjcc8895rK8jh07Sp8+fWTp0qWeaL+6HqMb27Cy0tJSGTBggJSVlR30+aefftp8Dt27d5f4+HgZPHiwdO7cWV599VXxwvG5vf2+qsW+R6oNPRUq9OpYLT9eeumlYev79esnCxcuFC9Zu3atKc+6RXl5udx9991h933Re31ULYu7tQ1re3xubb9mzZrJoEGDQr+w58+fL2+99ZYpqXqh/epyjG5tw6rl8zPOOKPGWycsWbLEBCq3tWFtj8/N7VdSUmK6Wlu2bHnI7SLVhp4KFbt27ZKmTZtKQkJC2Hr9wfnmm2/ESzSpDh061Pwi7N27t2zYsEEas06dOsmNN94Ytm7OnDlmvRfasLbH59b2q6xLly5mn3v06CFnnXWWJ9qvLsfo9jbMysqSWbNmyZQpU2rc5vvvv5eTTz7ZlW1Ym+MLtp+OXdP2O+ecc+TTTz8VN1i3bp0UFRWZP1o0NN17772yf//+RtOGngoVxcXFkpSUVG29lmD1OS+5//77zX+CLVu2yFVXXWUGlwUCAXGLH374QYYPHy6jRo3yZBvWdHxeaL/s7Gyz5OTkyEMPPeTJ9jvUMbq5DfUunQMHDjRdc4e6QZR2V1W9G6Ub2rC2x6duvvlmU1Xbtm2b+b96+eWXy86dO6WxS05OlgULFsj69evNz6iGozFjxjSaNvRUqNAPTEtDVelfTwf7RedmWsbSqwz0B0z7yrT/et68eeIG+ou3b9++cvvtt5u/CL3Whoc6Pi+0n1Yhzj77bHn77bfl8ccf91z7/dIxurkN77rrLvOzqRWYQ9GTUdXJlt3QhrU9PnXZZZdJq1atTFvr9/Tv3/+QV/s0Fm3btpVzzz3X/F/TasWMGTPk+eefbzRt6KlQ0bx5czPYqmopSC8Tq1oG8ho9Pv2LyQ30LwT9z3Dfffd5sg0PdXxubb/Nmzebv+gq01/Iellb5b983Nx+tT1Gt7bh7NmzZebMmTJ58mRzItXl22+/NSX09957r9pxf/fdd65qw7ocnxvbrybafaPhoerPaKTa0FOhQgfJaR921VHm2r/Wq1cv8Qottebl5YWtW7ZsmbkeubHTMp326U2fPj1sUKNX2vCXjs+t7af7N2LEiGonYZ3PQf9i8kL71fYY3dqGOmhPw55WkoJLmzZtzIlU/2qvrFu3bvLhhx+6qg3rcnx33HGHrFixImydXuXTmNtPrVy50lTFqo6x0ABV9Wc0Ym3ouEzVORzKysqcXr16OVlZWaFr5Nu1a+d8/fXX5nrcBx980OnWrZvjpWMcMWKE88c//tH5/vvvnfz8fGfYsGFO586dnfLycqcxe+WVV8x10tu3bw9b75U2rO3xubH99u7d65xyyinO9OnTzdwT2jY6D8e0adM80351OUY3tuHB6HwiwXkcrr32Wuf1118PzXHQunVr56OPPnJKS0udF1980Wnbtq2Zv8MLx/f00087nTp1cnJzc53CwkLnkUceMdsWFRU5jdm+ffvMfk6ZMsX839K5VM4880xn8uTJjaYNXR8q9APSD04nogmaOnWqWZeYmOhcccUV1X7Ju/0YdSKToUOHOscdd5zTpEkT56qrrjK/3Boz/WUcHx/v+Hw+JzY2NmzZvHmz69uwLsfnxvZT69atMyfW5ORkJz09PTSxl5f+D9b2GN3ahoc66f7+9793Jk2aFHpOj1VPQgkJCc4FF1xgTsBeOT6d6GzcuHFOq1atzM+otvnatWsdN1izZo2ZtCspKcn8TGZmZprjaSxtyK3PAQCAFZ4aUwEAACKHUAEAAKwgVAAAACsIFQAAwApCBQAAsIJQAQAArCBUAAAAKwgVAADACkIFAACwglABAACsIFQAAAArCBUAAEBs+H8Z4W/X7l2frgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(1, 6)\n",
    "y = np.random.rand(5) * 10\n",
    "errors = np.random.rand(5)\n",
    "\n",
    "plt.errorbar(x, y, yerr=errors, fmt='^', capsize=15,capthick=10)\n",
    "plt.title(\"误差线图\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "f99cff1a-eaa7-40be-a236-001a09695312",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randn(10, 5) * 2 + 10  # 10次实验，5个测点\n",
    "mean = data.mean(axis=0)\n",
    "std = data.std(axis=0)\n",
    "\n",
    "x = np.arange(1, 6)\n",
    "\n",
    "plt.errorbar(x, mean, yerr=std, fmt='o-', ecolor='gray', capsize=4)\n",
    "plt.title(\"平均值 ± 标准差 误差线图\")\n",
    "plt.xlabel(\"测点\")\n",
    "plt.ylabel(\"值\")\n",
    "plt.grid(alpha=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "843eba2e-719f-495c-944b-e4d02a4d2b64",
   "metadata": {},
   "source": [
    "#### 一些属性\n",
    "\n",
    "- capsize：误差线末端“帽子”的大小\n",
    "- ecolor： 误差线颜色\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "05e60d4d-3f4c-473d-bec1-e7426f184ac2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] \n",
    "x = np.arange(4)\n",
    "values = [10, 12, 9, 14]\n",
    "errors = [1.2, 0.8, 1.5, 1.0]\n",
    "\n",
    "plt.bar(x, values, yerr=errors, capsize=5, color='skyblue', edgecolor='black')\n",
    "plt.title(\"柱状图 + 误差线\")\n",
    "plt.xlabel(\"类别\")\n",
    "plt.ylabel(\"值\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "863208fe-3468-4fe1-b268-a24f4f27d598",
   "metadata": {},
   "source": [
    "## 等高线图（Contour Plot）\n",
    "热力图常用于展示二维数据矩阵的数值大小，颜色深浅表示数值大小<br>\n",
    "二维函数 z = f(x, y)<br>\n",
    "等高线：在平面上，所有 z 值相同的点连成的线<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0a87f801-49cf-4513-8066-ff5ffb5e899d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成网格数据\n",
    "x = np.linspace(-3, 3, 100)\n",
    "y = np.linspace(-3, 3, 100)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "#meshgrid可以参考：\n",
    "#plt.plot(X, Y, marker='.', color='r', linestyle='none')\n",
    "# 二维函数\n",
    "Z = np.exp(-X**2 - Y**2)\n",
    "\n",
    "# 绘制等高线\n",
    "plt.contourf(X, Y, Z, levels=10,cmap=\"viridis\")  # 10条等高线\n",
    "plt.title(\"基础等高线图\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "478c9d47-65a6-4b68-baf3-ecd6ba33d611",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.plot_surface(X, Y, Z, cmap='viridis')\n",
    "ax.contour(X, Y, Z, zdir='z', offset=0, cmap='coolwarm')  # 投影等高线\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5749a62b-fd6c-4aad-b34b-5a87e278ccc3",
   "metadata": {},
   "source": [
    "## 一张图里画多个图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f14f0c23-6773-41f9-a1ec-7cbb0d807e56",
   "metadata": {},
   "source": [
    "### subplot()\n",
    "\n",
    "ax=plt.subplot(nrows, ncols, index, **kwargs)\n",
    "- nrows: 子图行数 2\n",
    "- ncols: 子图列数 3\n",
    "- index: 当前激活子图位置（按行从左到右编号） 1~6\n",
    "- 可以缩写不用用逗号分隔\n",
    "- 子图编号是 从左到右、从上到下，类似阅读顺序。\n",
    "- 创建子图时，当前 Axes 会被激活，后续绘图操作会作用在当前子图上。\n",
    "- "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2a5669ae-7626-43b9-b3dc-d014807777dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAEbCAYAAACGMc2QAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAH4hJREFUeJzt3Qt01OWd//FPLpCEkAwkGkhIgIgoYgQagQpBiopIvbR4QW29VFrZagOF3VO19LLUU3eD1f6X2q7IolVb4A/eAsIiXfq3BAERBEQigqgQAyEk3JIQSEgy8z/PE5IFNDEJv2TmN/N+nTMnv/zmx+Q5M3OYzzzf5xLm8/l8AgAAcEC4Ew8CAABAsAAAAI6ixwIAADiGYAEAABxDsAAAAI4hWAAAAMcQLAAAgGMIFgAAwDGR6kBer1dFRUWKi4tTWFhYR/5pBBGzpltFRYVSUlIUHk42BoCQDRYmVKSlpXXkn0QQKywsVGpqqr+bAQBwKljMmjVLM2bM0LRp0zR79uyvvd70VDR8IMTHx5/Pn0YIKy8vtwG14f0EAAiCYLFp0ybNnTtXgwYNavG/aSh/mFBBsMD5opwGAIGnTQXq48eP65577tG8efPUvXt351sFAABCJ1hkZ2frpptu0tixY5u9rrq62nZbn3kLFs/lfabRv/uH8veX+bspAAC4N1gsWrRIW7ZsUU5Oztdea67xeDyNt2AZuHnsxCnN/vsn+uLICf3z4g9UXVvn7yYBAOC+YGEGXZqBmgsWLFB0dPTXXm8GdpaVlTXezL8PBgve+0JVNV57vLvkuGb/fbe/mwQAgPuCxebNm1VSUqLMzExFRkbaW15enp555hl7XFd39jf3qKioxoGawTJg0/ROvLR+rz2+ZXCK/Tk37zNt/eKon1sGAIDLgsV1112n7du364MPPmi8DR061A7kNMcREREKdsu2HVBpRbV6xEfp9xMH67tDUuT1ST97dZuqaiiJAABCW6umm5p1AzIyMs46Fxsbq8TExC+dD9YVH59/53N7/MDIdHWODNdvbrlc6z87rM9KK/Ufqz7RjBsv83czAQDwG9ZDboV1nx7WzuIKdekcoe8P723PdY/trH+/9Qp7/F/vfK7NBUfa55UCACAUgsXq1atbtOpmMHh+bX1vxZ1D0+Tp0qnx/PUDe+i2zF7y+aRHXv2QkggAIGTRY9FCuw9WaPWuUpnFQydl9f3S/TNvvtyOu/j8UKWe/tsup18nAABcgWDRQi+s3WN/3jCwp/okxn7pftODMeu2+uXNX1i3R5v2UhIBAIQegkULmFkgb2zdb48fvDq9yeuuGZCkiVemni6JbNOJU7XOvVIAALgAwaIF5m8o0Klar4akddOVfZrfG+VXNw9Usidaew+f0O9WUhIBAIQWgsXXMGtT/HVDQWNvxdftqOmJ6aRZt9eXRMxCWhs+P+zUawUAQMAjWHyN3K37daTylHp1i9H4y3u26En91iUX6nvD6/dFefS1D1VZTUkEABAaCBbN8Hr/d0EsMxMkMqLlT9cvbrzMhhGzUdmTK3ee/ysFAIALECyakfdJqV1RMy4qUncNa93OrHHRnfTk6ZLIX94t0PpPD53fKwUAgAsQLJox73Rvxd3D02xQaK1R/S/QPd+sX6Hzkdc+1HFKIgCAIEewaMJHRWV2D5CI8DA9kNX0FNOvY/YOSe0eo/3HTipnxcdtfhwAANyAYNGEF96pXxDrxiuS7ViJtuoaFanf3VFfElnw3hd6Z3dpmx8LAIBAR7D4CsVlVXpzW5E9ntzMglgtNbLfBbp/RB97/NhrH6qiqua8HxMAgEBEsPgKL7+7V7Ven4anJ2hQajdHnujHxg9Q74QuKiqr0r/9NyURAEBwIlicw6w5saBhQaxR599b0SA2KlJPnS6JLNpUaGecAAAQbAgW53ht8z6VV9Wqb2IXjb2sh6NP9jcvSmzcGdWURMpOUhIBAAQXgsUZ6ry+xl1MfzQqXeHhzS/f3RaP3jDAhpbi8io9sXyH448PAIA/ESzOsGrHQbtSZrcunXT7lant8oTHdI7QUxMHy2w58urmfXp758F2+TsAAPgDweIMDct3m0WtunSObLcnfVjfBP3o9NoYP399u8pOUBIBAAQHgsVpW784qvcLjqpTRJh+MKJ+HER7+tkNl+qiC2JVUlGtx5d/1O5/DwCAjkCwOO3502MrvjO4l5Lio9v9iY/uVF8SMcM43tiy35ZhAABwO4KFpMIjJ/TW9gP2CXnQgQWxWurKPt01+eqL7PEvcrfraOWpDvvbAAC0B4KFpJfW75XXJ426+AJdlhyvjvTP11+ifhfGqrSiWr9ZRkkEAOBuIR8syqtqtHhTYYf3VpxZEvn9nUNsSWTpB0VamV/c4W0AAMApIR8sFm8stNuZ90/qqm9dcqH8YUhaNz30rX72+FdLtusIJREAgEuFdLCorfPqxXV7GnsrwsziEn4ybWx/XdKjqw4dP6V/XZrvt3YEkt0HK2zoAwC4R0gHixX5xXZTsAu6dtZ3h/Tya1uiIiP09MTBiggP0/IPD2jF6cGkocjn8+mVTYW65U9r9cvc7fZ3AIA7hGywMB9WDQti3XdVXzvWwd/MTqo/GdNQEsnXoePVCsVN4P7llW169PUPVVXj1dETNaqu9fq7WQCAFgrZYLFp71F9uK9MUZHhuveq3goUU6/trwE94+w4i18vyQ+pb+sfHyjXLX9cq9yt+23PzaPjL9VLDwwLiNAHAGiZkA0WDb0Vt2WmKrFrlAJF58hwWxKJDA/TW/nFtiwS7Ex4WvBegb77n+v0+aFKJXuiteifrtJPxlzcLhvBAQDaT0gGiz2HKrXq44ONu5gGmoxeHmVfc7E9/vXSfJVUVClYVVTVaOr/3apf5ubrVK1X1w5I0oqfXm33UwEAuE9IBgszE8RUGMyH2MVJXRWITLAYmByvYydq9Kvc4CyJ5O8v081/XGt7ZUwPzS9vvEzP3z9U3WM7+7tpAIA2CrlgcezEKb36/j57/GAA9lacWxIxm6L9z46DenNbkYKFCUkvr9+r255dr4LDJ9SrW4xeeWiEJo++iNIHALhcyAWLBe99oZM1dbY3YES/RAWygSnx+um1/e3xvy79SCXl7i+JlJ2s0cPzt2jmmx/pVJ1X4wb2sKWPzN7d/d00AIADQipYmBq++aYcCAtitdRDY/opo1e8/UA2G5W5uSTyQeEx3fTMO1r5UbHtiZl5y0DNve9Kebp08nfTAAAOCalgsWxbkUoqqtUjPko3D0qRG3SKCNfvJw6xH8R//7jEbrHu1jVDJj63XvuOnlTvhC56/eGRmpTljnAHAGi5kAkW5sNt3ukppj8Y2deOYXCLS3vGafrYS+zx48s+UnFZlavGtEz+y2Y98d8fq6bOpxuv6KnlPx1lFwMDAAQf93y6nqd1nx7WzuIKxXSK0D3D+8htfjz6Ig1O9ai8qlYz3vjQFSWRzQVHdeMf3tHfPz5og9xvJ2ToP7+fqfhoSh8AEKxCJlg8v7a+t+LOoamurOlHRtTPEjEf0P/YVapXN9fPbAlEXq9Pz+V9pjvnvmv3Ykm/IFa5Pxmp+67qQ+kDAIJceKjskrl6V6lMOf+HATzF9Ov07xGnf7m+viTy22U7VHTspAKNWYr8hy9v0qy3dqrO69N3Bqdo2dRRujzF4++mAQA6QEgEixfW1m+NbqY29kmMlZtNvvoifaN3N1VU1+rnbwTWLJGNe47Y0ocJcWYPlpzbrtAf7h6irlGR/m4aAKCDBH2wKK2o1htb9zd+KLud2ZzLlETMB/eaT0q1eFNhQJQ+/vT2bt39X++quLxK/S6M1dIpWfre8N6UPgAgxAR9sJi/ocCuXzE4rZuu7BMcizD1u7CrHrnhUntsZlvsO3rCr8HtBy9u1NP/84m8PrOpWy+9OWWUBvSM91ubAAD+E9TBoqqmTn/dUGCPJ7tkQayWMmtADO3TXcera/XY6/6ZJbL+00O68Zl39M7uQ3a2zVN3DNL/uXOIYil9AEDICupgkbt1vx1MaPaiGH95TwUTUxL53R2DFN0p3E6lNUuVdxQzKPM/Vn2ie154z/ZYXNKjq96ckqWJQ9M6rA0AgMAUtMHC1P3Nao/GpKy+drpmsLnowq569IYB9vjfV3yswiPtXxIx+5Xc+/x7+sP/2213iL1raJqWZo+yM1YAAAi+T9vT8j4p1WellYqLitRdw4L3m/QDI/tqeN8EnThVp0df+9AGqvbyzu5SW/p49/PD6tI5QrPvGqIn7xikmM4R7fY3AQDuErTBomH57ruHpykuiFd6DA8P01MTB9kxDuYDf/579WNKnFRb59XTf9ul+/+8UYeOn9KAnnF2bYoJ3+jl+N8CALhbUAaLj4rKtP6zw3YcwgNZ7l0Qq6XM2hw//3Z9SSRnxU4VHK507LEPlJ3U9+e9pz/941Nb+rjnm721JDvLzkwBACAkgsUL79QviHXjFcl24GYoMMtlX3VRgk7W1OkRh0oi/9hZYhe82rj3iF3k6o/f+4b+7dYrFN2J0gcAIESChdn5881tRY1TTEOFLYncMdiOfTArYL787t42P1ZNnVc5Kz7WpJc26eiJGmX0itfyqaN0y2B3bDUPAPCfoAsW5gO11uuzAxpDbWvutIQu+sWNl9njJ1fu1J5DrS+J7D92UnfNfVdz13zeODj09YdHqu8F7l4KHQDQMYIqWFRW12rB6QWxHgyh3oozmTEQWRcnqqrGq0de3WbXnGipVTsO2tLHli+OKS46Us/dm6nffOdyRUVS+gAAhGCweG3zPpVX1apvYhddd1kPhSKzuuiTtw9SbOcIvV9wVC+uqx9v0hyz5Plvl+/Q5L+8r7KTNRqc6tGKn16t8RnJHdJmAEDwCJpgYb6Z//n0h+iPRqXbGSGhKrV7F/3q5oH2+Km/7dJnpcebvNYsqjXxufWNO8Ca5+7Vh0basgoAACEbLEw3fsHhE/LEdNLtV6Yq1N09LE1X979A1bVe/ayJksjK/AN2watt+8rs8zbv/qH69c0D1TkyaN4WAIAO1qpPkJycHA0bNkxxcXFKSkrShAkTtGvXLgWCF9bWDza896re6tI5UqGuoSRiVh7d+sWxxuXNGzZnm7k0Xw/N36KKqlpl9u6mFdOu1vUDQ7N8BADwU7DIy8tTdna2NmzYoFWrVqmmpkbjxo1TZaVzCzK1xQeFx7Rp71F1igjT/SP6+rUtgSSlW4ztgTB+v+oTfVpSob2HKnX7nPV6+d36Qa4//tZFWvzjESGz3gcAoH216qv9ypUrz/r9pZdesj0Xmzdv1ujRo+UvDd/GvzO4l3rER/utHYFo4tBUrcg/oNW7SvVPf92skvJqu9V69y6d7Bbn1wxI8ncTAQBB5LyK6WVlZfZnQkLCV95fXV2t8vLys25O23f0hN7KL24ceIgvl0Rm3TbITh/9vLTShgqzxocpfRAqAAABEyy8Xq+mT5+urKwsZWRkNDkmw+PxNN7S0pzfZfSldXvtwMRRF1+ggSnxjj9+MOjpidZTdwxSsidaU6+9WAsnf1PJHkofAADnhfl8Zmup1nv44Yf11ltvae3atUpNTW2yx8LcGpgeCxMuTE9HfPz5h4DyqhqNzHnbfgt/cdIwXXMp3fqhwLyPTFB16n0EAHBOm6ZPTJkyRcuXL9eaNWuaDBVGVFSUvbWXVzYV2lDRP6mrxlxyYbv9HQAA0A7BwnRuTJ06Vbm5uVq9erXS0/03pqG2zqsX1+1tHFthxhIAAAAXBQsz1XThwoVaunSpXcuiuLh+0KTplo6J6dia/Yr8YrthVmJsZ034Rq8O/dsAAMCBwZtz5syxde0xY8YoOTm58bZ48WJ1JNNz0jDF9L4RfRTdiU2yAABwZSkkEJjFsD7cV2aXnr7vqj7+bg4AADjNlZtCNPRW3J7ZS4ld229wKAAACPJgsedQpVZ9fNAesyAWAACBxXXB4sV1e2QqMtdceqEuTorzd3MAAIBbg8WxE6f06vv77PHkqy/yd3MAAICbg8WC977QyZo6XZYcrxH9Ev3dHAAA4NZgcarWq5fX1y+INflqFsQCACAQuSZYLNtWpJKKavWIj9LNg1L83RwAAODWYGHWz5h3eorpD0b2tetXAACAwOOKT+j1nx3WzuIKxXSK0PeH9/Z3cwAAgJuDRUNvxZ1DU9WtS2d/NwcAALg1WOw+WKHVu0plNi+dlOW/3VQBAEAQBIsX1u6xP8cN7KG+F8T6uzkAAMCtweLQ8Wq9sXW/PX6QBbEAAAh4AR0s/vpugV2/YnBaNw3t093fzQEAAG4NFlU1dZq/ocAePziKBbEAAHCDgA0WuVv363DlKfXqFqNvZ/T0d3MAAIBbg4XX62sctDkpq68iIwKymQAA4BwB+Ymd90mpPi05rq5RkbprWJq/mwMAANwcLJ5fW78g1t3D0hQX3cnfzQEAAG4NFh8VlWndp4cVER6mB7L6+rs5AADAzcGiYWyFGbCZ2r2Lv5sDAADcGiwOllfZ7dGNySyIBQCA6wRUsHhp/V7V1Pk0vG+CXRQLAAC4S8AEi8rqWi04vSDWj65mszEAANwoYILFa5v3qbyqVn0Tu2jsZT383RwAAODWYFHn9enP6+oHbf5wVLqdEQIAANwnIILF4cpq9YiLliemk+64MtXfzQEAAG0UqQCQFBetVx4aoZLyKnXpHBBNAgAAbu2xaJAUH+3vJgAAgGAJFgAAwN06tO7g8/nsz/Ly8o78swgyDe+fhvcTACBEg0VFRYX9mZbGjqVw5v3k8Xh4KgEggIT5OvBrn9frVVFRkeLi4hQWFub6b80mIBUWFio+Pt7fzQlKTT3H5i1rQkVKSorCw6nmAUDI9liYD4HU1OCaTmo+8AgWHf8c01MBAIGJr3sAAMAxBAsAAOAYgkUbRUVFaebMmfYn2gfPMQC4T4cO3gQAAMGNHgsAAOAYggUAAHAMwQIAADiGYAEAABxDsGilnJwcDRs2zK4empSUpAkTJmjXrl3OvSI4y6xZs+wqrdOnT+eZAQAXIFi0Ul5enrKzs7VhwwatWrVKNTU1GjdunCorK9vnFQphmzZt0ty5czVo0CB/NwUA0EJMNz1PpaWltufCBI7Ro0ef78PhtOPHjyszM1PPPvusnnjiCQ0ZMkSzZ8/m+QGAAEePxXkqKyuzPxMSEpx4PXCa6RW66aabNHbsWJ4TAHCRDt2ELNiY3VpN7T8rK0sZGRn+bk7QWLRokbZs2WJLIQAAdyFYnOe36vz8fK1du9a5VyTEmS3Sp02bZsevREdH+7s5AIBWYoxFG02ZMkVLly7VmjVrlJ6e3taHwTmWLFmiW2+9VREREY3n6urq7MyQ8PBwVVdXn3UfACCwECxayWytMnXqVOXm5mr16tXq379/+7wyIaqiokIFBQVnnZs0aZIGDBigxx57jJITAAQ4SiFtKH8sXLjQ9laYtSyKi4vteY/Ho5iYmPZ4jUKKeU7PHa8SGxurxMREQgUAuACzQlppzpw5dibImDFjlJyc3HhbvHhx+7xCAAC4CKUQAAiBGWxFRUW2R9CMVwLaMgzAlKpTUlLseLfmUAoBAJctcz9jxgw7e6qli8aZUJGWltbubUPwMzP3UlNTm72GYAEAQb7MvempaPhQiI+Pl9us2lGsWW/t1MHy6sZzPeKj9PNvD9D1A3v6tW2hory83IbThvdScwgWAOCSZe7vuecezZs3zy5z3xoN5Q8TKtwWLFbmH9DPluyWTxEKj+rSeP5Qtez5OV3jND4j2a9tDCVhLSilMXgTAFwgFJe5r/P69PiyHfJ9xX0N58z95joEDnosACDIlrk3C8mZ25nd2G60cc8RHSiravJ+EyfM/ea6Ef0SO7RtaBo9FgDggmXuFyxY0OJl7nNycuzaOg03tw7cLKmocvQ6dAyCBQAEsM2bN6ukpESZmZmKjIy0t7y8PD3zzDP22Cx5fy4za8Sst9NwM+HEjZLioh29Dh2DUggABLDrrrtO27dvb3KZ+6/aOycqKsre3G54eoKSPdEqLqv6ynEWZhhhT0+0vQ6Bg2ABAAEslJe5jwgP08xbBurh+VtsiDgzXDTMTTD3m+sQOCiFAAAClplKOufeTNszcSbzuznPVNPAw5LeABDkzKwQM4jTjLdw2zoWDcyUUjP7wwzUNGMqTPmDnorAfA9RCgEABDwTIphS6g6UQgAAgGMIFgAAwDEECwAA4BiCBQAAcAzBAgAAOIZgAQAAHEOwAAAAjiFYAAAAxxAsAACAYwgWAADAMQQLAADgGIIFAABwDMECAAA4hmABAAAcQ7AAAACOIVgAAADHECwAAIBjCBYAAMAxBAsAAOAYggUAAHBMpHMPBQAA3KrO69PGPUdUUlGlpLhoDU9PUER4WKsfh2ABAECIW5l/QI8v26EDZVWN55I90Zp5y0CNz0hu1WNRCgEAIMRDxcPzt5wVKozisip73tzfGgQLAABCuPzx+LId8n3FfQ3nzP3mupYiWAAAEKI27jnypZ6KM5k4Ye7fvPdoix+TYAEAQIgqqWg6VJyp9HjLrjMIFgAAhKikuOgWXXdh15ZdZxAsAAAIUcPTE+zsj6YmlZrz5v4r+3Zv8WMSLAAACFER4WF2Sqlxbrho+N3c35r1LAgWAACEsPEZyZpzb6Z6es4ud5jfzfnWrmPBAlkAAIQ4Ex6uH9iTlTcBAIAzTLljRL/E834cSiEAAMAxBAsAAOAYggUAAHAMwQIAADiGYAEAABxDsAAAAI4hWAAAAMcQLAAAgGMIFgAAwDEECwAA4BiCBQAAcAzBAgAAOIZgAQAAHEOwAAAAjiFYAAAAxxAsAACAYwgWAADAMQQLAADgGIIFAABwDMECAAA4hmABAAAcE+ncQwEAgAZ1Xp827jmikooqJcVFa3h6giLCwxTsCBYAEMBycnL0xhtvaOfOnYqJidHIkSP15JNP6tJLL/V309CMlfkH9PiyHTpQVtV4LtkTrZm3DNT4jOSgfu4ohQBAAMvLy1N2drY2bNigVatWqaamRuPGjVNlZaW/m4ZmQsXD87ecFSqM4rIqe97cH8zCfD6fz9+NAAC0TGlpqZKSkmzgGD16dIv+TXl5uTwej8rKyhQfH89T3c7lj1FPvv2lUNHAFEJ6eqK19rFrXVUWac17iB4LAHAR8x+7kZCQ0OQ11dXV9oPgzBs6xsY9R5oMFYb5Jm/uN9cFK4IFALiE1+vV9OnTlZWVpYyMjGbHZZhvlw23tLS0Dm1nKCupqHL0OjciWACAS5ixFvn5+Vq0aFGz182YMcP2bDTcCgsLO6yNoS4pLtrR69yIWSEA4AJTpkzR8uXLtWbNGqWmpjZ7bVRUlL2h4w1PT7CzP8xATV8zYyzMdcGKHgsACGBmfL0JFbm5uXr77beVnp7u7yahGRHhYXZKqXHu0MyG3839bhq42VoECwAI8PLH/PnztXDhQsXFxam4uNjeTp486e+moQnjM5I1595M2zNxJvO7OR/s61gw3RQAAlhY2Fd/s33xxRf1wAMPtOgxmG7qH3VBtPJma95DjLEAgADGUkPuFREephH9EhVqKIUAAADHECwAAIBjCBYAAMAxBAsAAOAYggUAAHAMwQIAADiGYAEAABxDsAAAAI4hWAAAAMcQLAAAgGMIFgAAwDEECwAAQLAAAACBhx4LAADgGIIFAABwDMECAAA4hmABAAAcQ7AAAACOIVgAAADHECwAAIBjCBYAAMAxkc49FADALeq8Pm3cc0QlFVVKiovW8PQERYSH+btZCAIECwAIMSvzD+jxZTt0oKyq8VyyJ1ozbxmo8RnJfm0b3I9SCACEWKh4eP6Ws0KFUVxWZc+b+4HzQbAAgBAqf5ieCt9X3NdwztxvrgPaimABACFi896jX+qpOJOJE+Z+M/YCaCuCBQCEiNLjTYeKM5kBnUBbESwAIERc2DW6RdeZWSJAWxEsACBEXNm3u5390dSkUnPe3G+mngJtRbAAgBBh1qkwU0qNc8NFw+/mftazwPlgHQsACHI+X/0sj/Lyco3sHa+nJ/TXrLd26mB5deM1PeKj9PNvD9DI3rH2OuBMDe+JhvdSc8J8LbkKAOBa+/btU1pamr+bgSBQWFio1NTUZq8hWABAkPN6vSoqKlJcXJzCwsJc/a3ZBCTz4RYfH+/v5gSl8iaeY9MHUVFRoZSUFIWHNz+KglIIAAQ580Hwdd8y3cR84BEsOv459ng8Lfq3DN4EAACOIVgAAADHECwAAK4QFRWlmTNn2p8I3OeYwZsAAMAx9FgAAADHECwAAIBjCBYAAMAxBAsAAOAYggUAIKDl5ORo2LBhduXQpKQkTZgwQbt27fJ3s4LWrFmz7Aqt06dPb9O/J1gAAAJaXl6esrOztWHDBq1atUo1NTUaN26cKisr/d20oLNp0ybNnTtXgwYNavNjMN0UAOAqpaWltufCBI7Ro0f7uzlB4/jx48rMzNSzzz6rJ554QkOGDNHs2bNb/Tj0WAAAXKWsrMz+TEhI8HdTgkp2drZuuukmjR079rweh03IAACu2qnV1P6zsrKUkZHh7+YEjUWLFmnLli22FHK+CBYAAFd9q87Pz9fatWv93ZSgUVhYqGnTptnxK9HR0ef9eIyxAAC4wpQpU7R06VKtWbNG6enp/m5O0FiyZIluvfVWRURENJ6rq6uzM0PCw8NVXV191n1fh2ABAAhoPp9PU6dOVW5urlavXq3+/fv7u0lBpaKiQgUFBWedmzRpkgYMGKDHHnus1SUnSiEAgIAvfyxcuND2Vpi1LIqLi+15j8ejmJgYfzfP9eLi4r4UHmJjY5WYmNimcSzMCgEABLQ5c+bYmSBjxoxRcnJy423x4sX+bhq+AqUQAADgGHosAACAYwgWAADAMQQLAADgGIIFAABwDMECAAAQLAAAQOChxwIAADiGYAEAABxDsAAAAI4hWAAAAMcQLAAAgGMIFgAAQE75/0Ba+iJTMqIDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "ax1 = plt.subplot(331)  \n",
    "ax1.plot(x,y)\n",
    "ax2= plt.subplot(336) \n",
    "ax2.scatter(x,y)\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "256a6c2a-2f45-40e3-90db-a4e8a9e87b86",
   "metadata": {},
   "source": [
    "### subplots() 有s！\n",
    "\n",
    "fig,ax=plt.subplots(nrows, ncols, figsize, **kwargs)\n",
    "- nrows: 子图行数 2\n",
    "- ncols: 子图列数 3\n",
    "- figsize:整个图的大小(3,3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7b954b60-c2bb-4d6a-9068-38743df07a21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aT/fujhNmfhvt8unarL54gg4RwTKlXwvz+Nl1KSZA81a5eT/I7z78WmZ+tFeuXC2Ue1o1kk9/c4/0atnI1VUDALjz8gvazTR48GBp2rSpXLx4Ud5//32Jj4+XjRs3iie7crVA/pZwwjye2Mc9Ju0rq6k/a2UW9zyUcVGeXZsir4/p7FH1rwya3Tb1/WT55nSumQdo+v2t5df9WoovrTUA4NbcouUmKyvLLCKn42769+8vu3btMoHN/fffL55s7Z5vzdiVO+rVksHtQ8WT6Dw8rzwcIzV8feSfKRnyDy/qntJuqPd3npQRsV+awEYnXfxg0t0m4COwAQD35xYtN7oKrtUUFv40ad/43pFSw88t4shyuSs8WKb+rKUs/tcRmbMuxWQGNa5r7cGzF69clT/EpZjZpFW/NrebFPmGtwW4umoAgDLyvN+4HmLLkdOSmpUjtwXUkJHd3DtV/Uam3NdS2oUFyflLV016uAXWWS1VyrfZZu4aDWx0oPCswW1l+bhuBDYA4GEIbqp40r5R3ZpI3UDPXWm7pt+17qmafj5m3Smd4M9qNGD7W8Jx+c/Xt8vxs5ckPDhQPvzV3fJE3xZ0QwGAByK4qQIHvrsgX6aeNX/9P9Y7UjzdnWFBZk4XNffv+yXzwhWxigtXrsqU95Pl2XX7Jb+gUAbc2Vg+feoe6dKsgaurBgCoIIKbKvDmtmutNjqIOKJ+bbECbcXocEewZF++Kn/4eJ8luqe+TjsvQ1/9Qj7dl2Fapp4ZeqcsG9vVLZfHAACUHcFNJdNWDftgVE+YtK+sdEC0Tu7n7+crmw9lycc/TkzoiTQwW77tmDy4ZLukfX9ZIurXkjVP9DKfl7eluwOAFRHcVLKV24/L1QKbdIusLx2b1BMraRNaV6bdf617SlcOz8j2vO6p85fy5fG/Jcmf1h8wn9MDd4XKJ7+5x3KfFQB4M4KbSnQp/wezSrTVWm2Kevye5ma25YtXfpBZH+/1qO6p5JPnZOir28zAaG2Bmvfzu+SNRzpLcC3PHfANALgewU0l+ijplBmT0qxhbRlwZ4hYkXZPvfJQtJnkL/7waVmz+5R4wpxDS7d8Iw8vSZBvz182n8/Hv+4l43pF0g0FABZEcFNJCgqvjeNQE/pEWXpBxZaN68rv7m9tHs9ff0C+O39Z3NX3ufky8Z3dsuCfh+SHQpv8R3SYrH+yj7S/I9jVVYMXiI2NlcjISAkMDJQePXpIYmJiqWVXrFhhgu2im76uKG0pnTNnjoSFhUmtWrVkwIABcuTIkWr4lwCeheCmkvzrYKaZI0W7OB7sEiFWp91unZrWk4t5P8jT/+ue3VO7jn8vQ/78hfz7UJZpaXr+F+3lL6M7efS8Q/Acq1evlunTp8vcuXMlOTlZYmJiZNCgQWa5mdIEBQVJenq6Yztx4tradHYvvviivPrqq7JkyRLZuXOn1KlTx5zzyhXPG/8GVCWCm0ry1hfXWm3G9Ggqtf3dYlWLKqUtU5o9FVDDV744ckZW7UoTd+qGiv08VUb9dYdkXLgizRvVkbW/7i1jejSjGwrVZtGiRTJp0iQZP368tGvXzgQktWvXluXLl5f6Gm2tCQ0NdWwhIT91b+sfEIsXL5ZnnnlGhg8fLtHR0fLOO+/Id999J2vXri3xfHl5eXLhwgWnDfAGBDeVNF9K4vHvzVwpOo7DW7S4/TaZMaiNefzc+gNy6twlV1dJzuTkybi3E+WljYdNV+EvOt0h/3iyj7QLD3J11eBF8vPzJSkpyXQb2fn6+pr9hISEUl+Xk5MjzZo1kyZNmpgAZv/+/Y7njh07JhkZGU7nDA4ONt1dpZ1zwYIFpox90/MC3oDgphLYF8gcFhMuIUHWXliyuPG9o6Rrs/qSm1/g8u6phG/Omm4obUkKrOkrL/4yWhY9HCN1Aqzfkgb3cubMGSkoKHBqeVG6rwFKSdq0aWNaddatWyfvvvuuFBYWSq9eveTUqWuD9u2vK885Z8+eLdnZ2Y4tLc19WliBqkRwc4s0++bTfenm8cQ+1kz/vln31EsPxZhgQpecsKfCVydtofnzv47ImDd3SNbFPGnZ+Db5+9Q+8nC3JnRDwWP07NlTxo4dKx07dpS+ffvKxx9/LLfffrssXbq0wucMCAgw43iKboA3ILi5RSu+PGZ+ufZu2dBruz6iGtWRpx9oax7/96cHJe376uueyrp4RR59a6f8z7/+TwptIg91iZC/T+0trUPqVlsdgOIaNWokfn5+kpmZ6XRc93UsTVnUrFlTOnXqJKmpqWbf/rpbOSfgLQhubsHFK1dlVWKapSftK6txPSOle1QDuZRfIDM++toM6q1q246cMd1Q2785K7Vq+pkuKG1F8oYB3XBv/v7+0qVLF9m8ebPjmHYz6b620JSFdmvt27fPpH2rqKgoE8QUPacOENasqbKeE/AWBDe3YPWuNJMKrd0gfVvdLt7MV7OnHowxQcaOo9/L33Y4p7BWph8KCuWVzw7Lo8t3ypmcfGkbWtcMGv7PztZPwYfn0DTwZcuWycqVK+XgwYMyefJkyc3NNdlTSrugdEyM3Z/+9Cf57LPP5OjRoyZ1/JFHHjGp4BMnTnRkUk2bNk2ee+45+fvf/24CHz1HeHi4jBgxwmX/TsAd8SfuLfyCffvL4+bxxD5R5pe7t2vasLbMHtJW5qzbLwv/eUj6tbldmjWsU6nvoetZ/WbVHkk89r3ZH929qcwd1k4Ca/pV6vsAt2rkyJFy+vRpM+meDvjVsTQbNmxwDAg+efKkyaCyO3funEkd17L169c3LT/bt283aeR2M2fONAHS448/LufPn5c+ffqYcxaf7A/wdj42d5x9rZy0aVbTHDUboLoGzOnK309+sEca1vGXL2f9jF+uP9LuqDFv7pSEo2ele2QDWfX43ZUW+MUfzpLpH35tZh2u4+8nC34ZLT+PCRd35Yr7ErgR7kl4yz1Jt1QFaDz45hdHzeNHezYjsCl6Q/n6yIsPRpvgQ+f+WbH9WuvWrbhaUGhagh57e5cJbNqFBcn639zj1oENAMB1CG4qYPeJc/L1qWwzpf8jdzer/E/FwzVpUFv+MPRO8/jFjYfk6OmcCp9L163SmYaXbPnG7I/t2cwseqkZWgAAlITgpgLsrTa/7HyHNLotoCKnsLz/172p9GnZSK5cLZQZH+016fLl9a8DmTLk1S8k6cQ5qRtQQ14f01n+NLw9LWUAgBsiuCmn42dy5bMDmY7Vv1EyzexY+MsOcltADROcvP3ltVmcyyL/h0KznIOu5n3+0lWJjgiWT35zjwzpcC0lFgCAGyG4KSf9Ja1DsO9rc7u0bMxEcTcSUb+2PPNj95Su9ZSadfPuKZ0A8KGlCY4lLf6rd5SseaKnycQCAKAsCG7K4fylfPlw97V1Xrx90r6yGtmtidzb+nbJ+6FQfr/m6xt2T21IyZChr35hFiINCqwhf320i8wZ1k4CapDmDQAoO4Kbcng/8aRcvlogd4YFSa8WDcvzUq/unnrhlx3MmJmv0s7Lsh/HKxWV90OB/PHv++WJd5PkwpUfpFPTevLpU/fIwLuYUh4A4KHBzYIFC6Rbt25St25dady4sZlt8/Dhw+JOdBzIyu0/Tdqnv7RRNmHBteTZYdcmIlu06f/kSOZFx3MnzubKg28kOFLGH7+3uXz4q56mSwsAAI8NbrZs2SJTpkyRHTt2yKZNm+Tq1asycOBAMxOnu1i/9zvJvJAnjesGyDDmVyk3XdBSxynl/9g9pTM8f7I3Xf7j1W2y79tsqV+7pix/rKv8YcidUtPPLW5LAICHcovlF3T68KJWrFhhWnCSkpLk3nvvFXeYtG/ZF9cGuI7rFWnmt0H5aEvXgv+MloH/s8XMEfSfb2yXvaeyzXPdIuvLq6M7mRYeAABulVv+ltZpmFWDBg1KfD4vL89M2Vx0q0oJ35yVg+kXzKKQY3o0rdL3srLQ4ED548/vMo/tgc2v+7WQDybdTWADALBucFNYWGhWvu3du7e0b9++1DE6uhaFfWvSpEmV1sk+CPahrhFSr7Z/lb6X1f2i0x1mscvmjerIyv/qLjMfaCs16IYCAFitW6ooHXuTkpIi27ZtK7XM7NmzZfr06Y59bbmpqgAnNeuifH74tOj4YZ1zBZXRPdWBywgA8I7gZurUqbJ+/XrZunWrRERElFouICDAbNXhrR8nk7v/zhCJZD0jAADcnlsENzpg98knn5S4uDiJj4+XqCj3aCE5m5Mn/5v8rXk86V4m7QMAwBPUcJeuqPfff1/WrVtn5rrJyMgwx3U8Ta1arsug+duOEyZ1OSYiWLo2q++yegAAAA8bUPzGG2+YDKl+/fpJWFiYY1u9erXL6nTlaoH8LeGEY6kFJu0DAMAzuE23lLtZu+dbOZubL3fUqyWD27MMAAAAnsItWm7cjQZb9lWpx/eOJFUZAAAPQnBTgvj/Oy2pWTlyW0ANebhb1c6hA8C6YmNjJTIyUgIDA6VHjx6SmJhYatlly5bJPffcI/Xr1zfbgAEDriv/2GOPmS7yotsDDzxQDf8SwLMQ3JTgrR+XWhjVrYkEBdas7s8EgAXomEGdj2vu3LmSnJwsMTExMmjQIMnKyiqxvGaKjh49Wj7//HNJSEgwc3fpGnvffnstY9NOg5n09HTH9sEHH1TTvwjwHAQ3xRz47oJsSz0jfr4+8ljvSNd8KgA83qJFi2TSpEkyfvx4adeunSxZskRq164ty5cvL7H8e++9J7/+9a+lY8eO0rZtW3nzzTfNjO2bN292KqdzfIWGhjo2beUB4IzgppRJ+3QQcUT92sWfBoCbys/PNwv/ateS48vW19fsa6tMWVy6dEmuXr163Rp72sKjCwu3adNGJk+eLGfPni31HNW9Dh/gLghuisi8cEX+/vW3jvRvAKiIM2fOSEFBgYSEhDgd1337PF438/TTT0t4eLhTgKRdUu+8845pzXnhhRdky5YtMnjwYPNe7rAOH+Au3CIV3F28k3BcrhbYpFtkfenYpJ6rqwPASy1cuFBWrVplWml0MLLdqFGjHI87dOgg0dHR0qJFC1Ouf//+Ll2HD3AntNz86FL+D/LujpPm8YQ+tNoAqLhGjRqJn5+fZGZmOh3XfR0ncyMvv/yyCW4+++wzE7zcSPPmzc17paamlvi8js8JCgpy2gBvQHDzo4+STkn25avSrGFtub+dc1MyAJSHv7+/dOnSxWkwsH1wcM+ePUt93Ysvvijz58+XDRs2SNeuXW/6PqdOnTJjbnRGdwA/IbgRkYJCmyz/cSDxf/WOMplSAHArtDtI565ZuXKlHDx40Az+zc3NNdlTauzYsabbyE7H0Dz77LMmm0rnxtGxObrl5OSY5/X/M2bMkB07dsjx48dNoDR8+HBp2bKlSTEH8BPG3IjIvw5myvGzlyS4Vk15qGtEkcsDABUzcuRIOX36tMyZM8cEKZrirS0y9kHGJ0+eNBlURdfY0yyrBx980Ok8Ok/OH//4R9PNtXfvXhMsnT9/3gw21nlwtKVHu58A/MTH5o4LO5WTDpLTTABdfLMifcoPL0mQxOPfy+R+LeTpB9pWSR3hfW71vgQqG/ckvOWe9Ppuqa/TzpvApqafjzzWi0n7AADwdF4f3NgXyBwWEy4hQT+lXAIAAM/k1cHNt+cvy6f70s3jiaR/AwBgCV4d3Kz48pjJlOrdsqG0C2dMBAAAVuC1wc3FK1dlVWKaeUyrDQAA1uG1wc3qXWlyMe8Hadn4Nunb+nZXVwcAAFQSrwxufigolLe/PG4eT+gTJb5M2gcAgGV4ZXCzYX+GGUzcsI6//KLTHa6uDgAAqEReF9zonIXLvriW/v3I3c0ksKafq6sEAAAqkdcFN0knzpmJ+/xr+MqjPZu5ujoAAKCSeV1ws+yLo+b//9npDml0G+uxAABgNV4V3Jw4myufHch0DCQGAADW41XBzfJtx0SXCe3X5nZpFVLX1dUBAABVwGuCm+xLV+XD3afM40n3NHd1dQAAQBXxmuDmvcQTcvlqgbQNrSu9WjR0dXUAAICVg5utW7fKsGHDJDw8XHx8fGTt2rWVev78Hwpl5fbjjlYbfQ8AAGBNbhHc5ObmSkxMjMTGxlbJ+dfv/U4yL+RJ47oBMiwmvEreAwAAuIca4gYGDx5strLKy8szm92FCxduOGnfmz9O2jeuV6SZ3wYAAFiXR/6mX7BggQQHBzu2Jk2alFp276lsOZB+QWrV9JMxPZpWaz0BAED188jgZvbs2ZKdne3Y0tLSSi0b06Se/H1qb5k/or3Uq+1frfUEAADVzyODm4CAAAkKCnLabiQ6op482CWi2uoHAErHEUZGRkpgYKD06NFDEhMTb3hh1qxZI23btjXlO3ToIJ9++ul13exz5syRsLAwqVWrlgwYMECOHDnCxQasENwAgLtbvXq1TJ8+XebOnSvJyckmaWLQoEGSlZVVYvnt27fL6NGjZcKECbJnzx4ZMWKE2VJSUhxlXnzxRXn11VdlyZIlsnPnTqlTp44555UrV6rxXwa4Px+b/ingRjRNOy4uzvxQl5UOKNaxN9pFdbNWHKC6cF96N22p6datm7z22mtmv7Cw0IwPfPLJJ2XWrFnXlR85cqTJHF2/fr3j2N133y0dO3Y0wYx+Vet0Gb/73e/k97//vXlev/NCQkJkxYoVMmrUqJvWiXsS7qaq7km3yJbKycmR1NRUx/6xY8fkq6++kgYNGkjTpjcfBGyPz26UNQVUN/v96GZ/P6Aa5OfnS1JSkhkfaOfr62u6kRISEkp8jR7Xlp6itFXGPu+Xfi9mZGSYc9jpLwUNovS1JQU3xTNL9ReI4rsSVv+edIvgZvfu3XLfffc59u0/4OPGjTN/kdzMxYsXzf9vlDUFuIren/pLCN7jzJkzUlBQYFpVitL9Q4cOlfgaDVxKKq/H7c/bj5VWpqTM0nnz5l13nO9KuJuzZ89W6vekWwQ3/fr1u6WoTZtqNWOqbt26lp59WCNc/VLSfyvdb+7/eeg9rYGN3p+AK2jLUdHWoPPnz0uzZs3k5MmTBNy3iO/jyqGtidpDoz01lcktgptbpc29ERHekw1VlgwxuMfnQYuNd2rUqJH4+flJZmam03HdDw0NLfE1evxG5e3/12OaLVW0jI7LKS2zVLeS7ku+QyoH38eV93u8MpEtBQCVzN/fX7p06SKbN292HNMBxbrfs2fPEl+jx4uWV5s2bXKUj4qKMgFO0TLaeqBZU6WdE/BWlmi5AQB3o91BOm6wa9eu0r17d1m8eLHJhho/frx5fuzYsXLHHXeYcTHqqaeekr59+8orr7wiQ4cOlVWrVpnxiH/961/N89rlPm3aNHnuueekVatWJth59tlnTbdnebJLAW9AcONBtHlZ58woqZkZ1Y/PAzeiqd2nT582k+7pgF/tOtqwYYNjQLCOeynaFN+rVy95//335ZlnnpE//OEPJoDRTKn27ds7ysycOdMESI8//rgZP9OnTx9zTp30j3u2evHz797X0e3muQEAALgVjLkBAACWQnADAAAsheAGAABYCsENAACwFIIbD6CporoAn87A3LhxY5P2efjwYVdXCz9auHChI00XcLXY2FiJjIw0GVS67lRiYuINy69Zs0batm1rynfo0EE+/fTTaqurla6lLhWk3wNFt7JmsVnZ1q1bZdiwYWbKAr0m9rXSbiQ+Pl46d+5sMqhatmxZpmWYiiO48QBbtmyRKVOmyI4dO8ykXlevXpWBAwealFC41q5du2Tp0qUSHR3NRwGXW716tZlfR1Nrk5OTJSYmxiy+mZWVVWL57du3y+jRo2XChAmyZ88e84eTbikpKeLtynst7bMVp6enO7YTJ06It8vNzTXXTgPFstAFYnWeJ11vUhfQ1j8aJ06cKBs3bizfG2sqODxLVlaWpu/btmzZ4uqqeLWLFy/aWrVqZdu0aZOtb9++tqeeesrVVYKX6969u23KlCmO/YKCAlt4eLhtwYIFJZZ/+OGHbUOHDnU61qNHD9uvfvUrm7cr77V8++23bcHBwdVYQ88jIra4uLgblpk5c6btrrvucjo2cuRI26BBg8r1XrTceOhCY6qyFxpD+Whrmv6FMWDAAC4dXC4/P1+SkpKc7kedJFD3ExISSnyNHi9+/2rrRGnlvUVFrqXKyckxC5PqgrrDhw+X/fv3V1ONrSOhku5JghsPo+vTaDNd7969nWYuRfXSqfG1qdo+dT7gamfOnJGCggLHDMh2uq8zJJdEj5envLeoyLVs06aNLF++XNatWyfvvvuu+a7WWadPnTpVTbW2hoxS7kldR+3y5ctlPg/LL3hga4H2h2/bts3VVfFaaWlpZh0gHf/EgEEAShcvLbqAqQY2d955pxmTN3/+fC5SNSO48SBTp06V9evXm9HnERERrq6O19Lmah1UqKP57fSvPP1cXnvtNcnLyxM/Pz+X1hHep1GjRua+y8zMdDqu+7qaeEn0eHnKe4uKXMviatasKZ06dZLU1NQqqqU1hZZyT+pg7Vq1apX5PHRLeQAdh6WBTVxcnPz73/82qwHDdfr37y/79u0zI/ntm678PGbMGPOYwAau4O/vL126dJHNmzc7jmnXiO4XbVEoSo8XLa+0RbK08t6iIteyOP2DR78nwsLCqrCm1tOzsu7JCg15RrWaPHmyGYUfHx9vS09Pd2yXLl3ik3ATZEvBHaxatcoWEBBgW7Fihe3AgQO2xx9/3FavXj1bRkaGef7RRx+1zZo1y1H+yy+/tNWoUcP28ssv2w4ePGibO3eurWbNmrZ9+/bZvF15r+W8efNsGzdutH3zzTe2pKQk26hRo2yBgYG2/fv327w9q3TPnj1m05Bj0aJF5vGJEyfM83oN9VraHT161Fa7dm3bjBkzzD0ZGxtr8/Pzs23YsKFc70tw4wH0hihp09RDuAeCG7iLv/zlL7amTZva/P39TTrzjh07nO7TcePGOZX/8MMPba1btzblNQX3k08+cUGt3VN5ruW0adMcZUNCQmxDhgyxJScn27zd559/XuLvL/u10//rtSz+mo4dO5pr2bx58wr9rvPR/1RuoxIAAIDrMOYGAABYCsENAACwFIIbAABgKQQ3AADAUghuAACApRDcAAAASyG4AQAAlkJwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALAUghsAAGApBDcAAMBSCG4AAIClENwAAABLIbgBAACWQnADAAAsheAGAABYCsENAACwFIIbAABgKQQ3AADAUghuAACApRDcAAAASyG4AQAAlkJwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALAUghsAAGApBDcAAMBSCG4AAIClENwAAABLIbgBAACWQnADAAAsheAGAABYCsENAACwFIIbAABgKQQ3AADAUghuAACApRDcAAAASyG4AQAAlkJwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALAUghsAAGApBDcAAMBSCG4AAIClENwAAABLIbgBAACWQnADAAAsheAGAABYCsENAACwFIIbAABgKQQ3AADAUghuAACApRDcAAAASyG4AQAAlkJwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALAUghsAAGApBDcAAMBSCG4AAIClENwAAABLIbgBAACWQnADAAAsheAGAAB4d3CzdetWGTZsmISHh4uPj4+sXbv2pq+Jj4+Xzp07S0BAgLRs2VJWrFhxXZnY2FiJjIyUwMBA6dGjhyQmJpa3agAAAOUPbnJzcyUmJsYEI2Vx7NgxGTp0qNx3333y1VdfybRp02TixImyceNGR5nVq1fL9OnTZe7cuZKcnGzOP2jQIMnKyuIjAgAA5eJjs9lsFX6xj4/ExcXJiBEjSi3z9NNPyyeffCIpKSmOY6NGjZLz58/Lhg0bzL621HTr1k1ee+01s19YWChNmjSRJ598UmbNmlXR6gEAAC9Uo6rfICEhQQYMGOB0TFtltAVH5efnS1JSksyePdvxvK+vr3mNvrYkeXl5ZrPTYOj777+Xhg0bmoALcAf6d8PFixdNF67e04Cr6Xfld999J3Xr1uW7Epb+nqzy4CYjI0NCQkKcjun+hQsX5PLly3Lu3DkpKCgoscyhQ4dKPOeCBQtk3rx5VVpvoLKkpaVJREQEFxQup4GNtooDVv+erPLgpipoK4+O0bHLzs6Wpk2bmosTFBTk0roBdhrA6y8S/SsZcAf2e9HK35UFhTZJOn5OTudckdtvC5QukfXFz5cWfW/7nqzy4CY0NFQyMzOdjum+/mDVqlVL/Pz8zFZSGX1tSTTrSrfi9JxW/YGF56KrFFVh4cKF5g+9p556ShYvXlyue9Gq35UbUtJl3j8OSHr2FcexsOBAmTusnTzQPsyldUP1fk9W+UCAnj17yubNm52Obdq0yRxX/v7+0qVLF6cy2i+s+/YyAICf7Nq1S5YuXSrR0dFcliKBzeR3k50CG5WRfcUc1+fhPcod3OTk5JiUbt3sqd76+OTJk2Zf/5IYO3aso/wTTzwhR48elZkzZ5oxNK+//rp8+OGH8tvf/tZRRruYli1bJitXrpSDBw/K5MmTTcr5+PHjK+dfCQAWod/BY8aMMd+Z9evXd3V13KYrSltsSkr9tR/T57UcvEO5g5vdu3dLp06dzGYPTPTxnDlzzH56eroj0FFRUVEmFVxba3T+mldeeUXefPNNkzFlN3LkSHn55ZfNOTp27GiCJU0TLz7IGAC83ZQpU8zcYcWzUEuiWaU6pqHoZkWJx76/rsWmKA1p9HktB+9Q7jE3/fr1M6lbpSlp9mF9zZ49e2543qlTp5oNAFCyVatWmYlOtVuqLLwlszTr4pVKLQfPx+QbAOABNMNJBw+/9957ZpmastBhAppNat/0HFbUuG5gpZaD5/PIVHAA8DY62akuSaPr9NnpHGG63p/O7q5dUJp5WpbMUqvpHtXAZEXp4OGS+hU0Dyc0ONCUg3eg5QYAPED//v1l3759joQO3bp27WoGF+vj4oGNN9F5bDTdWxVPKLbv6/PMd+M9aLkBAA+gk5y1b9/e6VidOnXMsjPFj3sjncfmjUc6XzfPjbbYMM+N9yG4AQBYJsC5v12oyYrSwcM6xka7omix8T4ENwDgoeLj411dBbejgUzPFg1dXQ24GGNuAACApRDcAAAASyG4AQAAlkJwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALCUCgU3sbGxEhkZKYGBgdKjRw9JTEwstWy/fv3Ex8fnum3o0KGOMo899th1zz/wwAMV+xcBAACvVqO8L1i9erVMnz5dlixZYgKbxYsXy6BBg+Tw4cPSuHHj68p//PHHkp+f79g/e/asxMTEyEMPPeRUToOZt99+27EfEBBQ/n8NAADweuVuuVm0aJFMmjRJxo8fL+3atTNBTu3atWX58uUllm/QoIGEhoY6tk2bNpnyxYMbDWaKlqtfv77XfzgAAKCKgxttgUlKSpIBAwb8dAJfX7OfkJBQpnO89dZbMmrUKKlTp47T8fj4eNPy06ZNG5k8ebJp4SlNXl6eXLhwwWkDAAAwsUl5LsOZM2ekoKBAQkJCnI7rfkZGxk1fr2NzUlJSZOLEidd1Sb3zzjuyefNmeeGFF2TLli0yePBg814lWbBggQQHBzu2Jk2a8GkCAICKjbm5Fdpq06FDB+nevbvTcW3JsdPno6OjpUWLFqY1p3///tedZ/bs2Wbcj5223BDgAACAcrfcNGrUSPz8/CQzM9PpuO7rOJkbyc3NlVWrVsmECRNu+j7Nmzc375Wamlri8zo+JygoyGkDAAAod3Dj7+8vXbp0Md1HdoWFhWa/Z8+eN3ztmjVrzFiZRx555Kbvc+rUKTPmJiwsjE8JAABUbbaUdgctW7ZMVq5cKQcPHjSDf7VVRrOn1NixY023UUldUiNGjJCGDRs6Hc/JyZEZM2bIjh075Pjx4yZQGj58uLRs2dKkmAMAAFTpmJuRI0fK6dOnZc6cOWYQcceOHWXDhg2OQcYnT540GVRF6Rw427Ztk88+++y682k31969e02wdP78eQkPD5eBAwfK/PnzmesGAACUm4/NZrOJh9MBxZo1lZ2dzfgbuA3uS7gb7kl4yz1ZrdlSAADAexQU2iTx2PeSdfGKNK4bKN2jGoifr0+Vvy/BDQB4iDfeeMNsOj5R3XXXXWaIgM4LBribDSnpMu8fByQ9+4rjWFhwoMwd1k4eaF+1CUOsCg4AHiIiIkIWLlxoZorfvXu3/OxnPzMJGPv373d11YDrApvJ7yY7BTYqI/uKOa7PVyWCGwDwEMOGDZMhQ4ZIq1atpHXr1vL888/LbbfdZrJNAXfqipr3jwNS0oBe+zF9XstVFbqlAMAD6fI0On+YTsVR2jxjOreYbnasw4fqoGNsirfYFKUhjT6v5e66vWaV1IGWGwDwIPv27TOtNTpT+xNPPCFxcXHSrl27EsuyDh9cQQcPV2a5iiC4AQAP0qZNG/nqq69k586dZhLVcePGyYEDB0osqxOqaoqtfUtLS6v2+sL7NK4bWKnlKoJuKQDwILoMjs7grnQ5nF27dsmf//xnWbp06XVltXVHN6A6abq3ZkXp4OGSRtVoInho8LW08Nyci1VSB1puAMCD6fp+RcfVAK6m89hourcqPqONfV+fr8r5bghuAMBDaDfT1q1bzTw3OvZG9+Pj42XMmDGurhrgROexeeORzqaFpijd1+NVPc8N3VIA4CGysrLM4sTp6elmyvro6GjZuHGj3H///a6uGnAdDWDubxfKDMUAgNK99dZbXB54FD9fH+nZomG1vy/dUgAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALAUghsAAGApFQpuYmNjJTIyUgIDA6VHjx6SmJhYatkVK1aIj4+P06avK8pms8mcOXMkLCxMatWqJQMGDJAjR45UpGoAAMDLlTu4Wb16tUyfPl3mzp0rycnJEhMTI4MGDTLTgpcmKCjITBdu306cOOH0/IsvviivvvqqLFmyRHbu3Cl16tQx57xy5UrF/lUAAMBrlTu4WbRokUyaNEnGjx8v7dq1MwFJ7dq1Zfny5aW+RltrQkNDHVtISIhTq83ixYvlmWeekeHDh5u1Ut555x357rvvZO3atRX/lwEAAK9UruAmPz9fkpKSTLeR4wS+vmY/ISGh1Nfl5ORIs2bNpEmTJiaA2b9/v+O5Y8eOSUZGhtM5dUE47e4q7Zx5eXly4cIFpw0AAKDcwc2ZM2ekoKDAqeVF6b4GKCVp06aNadVZt26dvPvuu1JYWCi9evWSU6dOmeftryvPORcsWGACIPumQRMAAEC5g5uK6Nmzp4wdO1Y6duwoffv2lY8//lhuv/12Wbp0aYXPOXv2bMnOznZsaWlplVpnAADgJcFNo0aNxM/PTzIzM52O676OpSmLmjVrSqdOnSQ1NdXs219XnnMGBASYQcpFNwAAgHIHN/7+/tKlSxfZvHmz45h2M+m+ttCUhXZr7du3z6R9q6ioKBPEFD2njqHRrKmynhMAAMCuhpSTpoGPGzdOunbtKt27dzeZTrm5uSZ7SmkX1B133GHGxag//elPcvfdd0vLli3l/Pnz8tJLL5lU8IkTJzoyqaZNmybPPfectGrVygQ7zz77rISHh8uIESPKWz0AAODlyh3cjBw5Uk6fPm0m3dMBvzqWZsOGDY4BwSdPnjQZVHbnzp0zqeNatn79+qblZ/v27SaN3G7mzJkmQHr88cdNANSnTx9zzuKT/QEAANyMj00nmvFw2o2lWVM6uJjxN3AX3JdwN9yT8JZ7krWlAACApRDcAAAASyG4AQAAlkJwAwAALIXgBgAAWArBDQAA8O55bgAAQNUqKLRJ4rHvJeviFWlcN1C6RzUQP18fLnsZEdwAAOBGNqSky7x/HJD07CuOY2HBgTJ3WDt5oP21pYtwY3RLAYCH0GVtunXrJnXr1pXGjRubJWoOHz7s6mqhkgObye8mOwU2KiP7ijmuz+PmCG4AwENs2bJFpkyZIjt27JBNmzbJ1atXZeDAgWb5GlijK0pbbEpaNsB+TJ/XcrgxuqUAwEPomntFrVixwrTgJCUlyb333ntd+by8PLMVneoe7kvH2BRvsSlKQxp9Xsv1bNGwWuvmaWi5AQAPpevxqAYNGpTajaXr9ti3Jk2aVHMNUR46eLgyy3kzghsA8ECFhYUybdo06d27t7Rv377EMrNnzzYBkH1LS0ur9nqi7DQrqjLLeTO6pQDAA+nYm5SUFNm2bVupZQICAswGz6Dp3poVpYOHSxpVo4ngocHX0sJxY7TcAICHmTp1qqxfv14+//xziYiIcHV1UEl0HhtN91bFZ7Sx7+vzzHdzcwQ3AOAhbDabCWzi4uLk3//+t0RFRbm6SqhkOo/NG490Ni00Rem+Hmeem7KhWwoAPKgr6v3335d169aZuW4yMjLMcR0sXKtWLVdXD5VEA5j724UyQ/EtILgBAA/xxhtvmP/369fP6fjbb78tjz32mItqhaqgXU+ke1ccwQ0AeFC3FICbY8wNAACwlAoFN7GxsRIZGSmBgYHSo0cPSUxMLLXssmXL5J577pH69eubbcCAAdeV1+ZUHx8fp+2BBx6oSNUAAICXK3dws3r1apk+fbrMnTtXkpOTJSYmRgYNGiRZWVkllo+Pj5fRo0eblMWEhAQzQ6auhfLtt986ldNgJj093bF98MEHFf9XAQAAr+VjK2cnrrbU6Kq0r732mmOWTA1YnnzySZk1a9ZNX19QUGBacPT1Y8eOdbTcnD9/XtauXVumOpS0XorWQWfgDAoKKs8/B6gyel9qFgv3JdwF9yS85Z4sV8tNfn6+WaBNu5YcJ/D1NfvaKlMWly5dMivZFl8LRVt4dAG4Nm3ayOTJk+Xs2bOlnoP1UgAAQKUEN2fOnDEtLyEhIU7Hdd8+38LNPP300xIeHu4UIGmX1DvvvCObN2+WF154QbZs2SKDBw8271US1ksBAABukQq+cOFCWbVqlWml0cHIdqNGjXI87tChg0RHR0uLFi1Muf79+193HtZLAQAAldJy06hRI/Hz85PMzEyn47ofGhp6w9e+/PLLJrj57LPPTPByI82bNzfvlZqaWp7qAQAAlC+48ff3ly5dupjuIzsdUKz7PXv2LPV1L774osyfP182bNggXbt2ven7nDp1yoy5CQsL4yMCAABVmwquaeA6d83KlSvl4MGDZvBvbm6ujB8/3jyvGVA6JsZOx9A8++yzsnz5cjM3jo7N0S0nJ8c8r/+fMWOG7NixQ44fP24CpeHDh0vLli1NijkAAECVjrkZOXKknD59WubMmWOClI4dO5oWGfsg45MnT5oMqqJroWiW1YMPPuh0Hp0n549//KPp5tq7d68JljQdXAcb6zw42tKjY2sAAACqdJ4bd8TcDXBH3JdwN9yTcDduMc8NAACAuyO4AQAAlkJwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAFgKwQ0AALCUGq6uAADA9QoKbZJ47HvJunhFGtcNlO5RDcTP18fV1QIqhOAGADzE1q1b5aWXXpKkpCRJT0+XuLg4GTFixC2fd0NKusz7xwFJz77iOBYWHChzh7WTB9qH3fL5gepGtxQAeIjc3FyJiYmR2NjYSjunBjaT3012CmxURvYVc1yfBzwNLTcA4CEGDx5stsrsitIWG1sJz+kx7ZTS5+9vF0oXFTwKLTcAYFF5eXly4cIFp60oHWNTvMWmeICjz2s5wJMQ3ACARS1YsECCg4MdW5MmTZye18HDZVHWcoC7ILgBAIuaPXu2ZGdnO7a0tDSn5zUrqizKWg7w6OBGB7NFRkZKYGCg9OjRQxITE29Yfs2aNdK2bVtTvkOHDvLpp586PW+z2WTOnDkSFhYmtWrVkgEDBsiRI0cqUjUAwI8CAgIkKCjIaStK0701K6q0hG89rs9rOcDSwc3q1atl+vTpMnfuXElOTjYj9wcNGiRZWVkllt++fbuMHj1aJkyYIHv27DFpi7qlpKQ4yrz44ovy6quvypIlS2Tnzp1Sp04dc84rV2gKBYCqovPYaLq3Kh7g2Pf1eea7gafxsWmzSTloS023bt3ktddeM/uFhYWmH/fJJ5+UWbNmXVd+5MiRJn1x/fr1jmN33323dOzY0QQz+vbh4eHyu9/9Tn7/+9+b57X5NCQkRFasWCGjRo0qcZCcbnZavmnTpqbJtfhfJoCr6OBN/dk4f/68Ge8A3KqcnBxJTU01jzt16iSLFi2S++67Txo0aGC+A29Gvyvr1at33XflpgMZsvCfhyTzwk/fqyFBATJrcFuTKQV43PekrRzy8vJsfn5+tri4OKfjY8eOtf385z8v8TVNmjSx/c///I/TsTlz5tiio6PN42+++UaDK9uePXucytx777223/zmNyWec+7cueY1bFwDT7gH9B4HKsPnn39e4j02bty4Mr0+LS3N5T8PbFwDKeEa6L1Zmco1z82ZM2ekoKDAtKoUpfuHDh0q8TUZGRklltfj9uftx0orU9IgOe0as9OIr1mzZnLy5En+Qq6kKJpWsFtnb1HUv6qBytCvXz/T2l1R2kquP9t169YVHx/rLq3A95jnfB56P1+8eNHcm+Ltk/jpIDnditMmLbqlKkdJgw9RMb6+JCXCfe7FiIgI8RZ8j3nG51EV3fbl+tZt1KiR+Pn5SWZmptNx3Q8NLblfVo/fqLz9/+U5JwAAQKUEN/7+/tKlSxfZvHmz45gOKNb9nj17lvgaPV60vNq0aZOjfFRUlAliipbRJizNmirtnAAAAJXWLaVjXcaNGyddu3aV7t27y+LFi0021Pjx483zY8eOlTvuuMPMjKmeeuop6du3r7zyyisydOhQWbVqlezevVv++te/mue133fatGny3HPPSatWrUyw8+yzz5r+t7KudqtdVJqaXlJXFcqHa1l5uJaAa/Cz515c8XmUOxVcaRr4Sy+9ZAb8akq3zlGjKeL2AW86wZ+mcRedxO+ZZ56R48ePmwBG57UZMmSI43mtgv7DNeDRwcF9+vSR119/XVq3bl1Z/04AAOAlKhTcAAAAuCvSOAAAgKUQ3AAAAEshuAEAAJZCcAMAACzFY4Kb2NhYk4UVGBhoMrMSExNvWF4ztNq2bWvKd+jQQT799NNqq6uVrqVmvWm6ftFNX+fttm7dKsOGDTNTFug1Wbt27U1fEx8fL507dzbpkC1btnTKKARwa3T6EV3UWZeWaNy4sZlK5PDhw1xWN7Fw4ULH1C/VwSOCm9WrV5v5dTRdPDk5WWJiYmTQoEGSlZVVYvnt27fL6NGjZcKECbJnzx5zk+uWkpIi3q6811LpdNnp6emO7cSJE+LtdG4nvXYaKJbFsWPHzDxPuoLzV199ZX7AJ06cKBs3bqzyugLeYMuWLTJlyhTZsWOHmSj26tWrMnDgQPOzCtfatWuXLF26VKKjo6vvTW0eoHv37rYpU6Y49gsKCmzh4eG2BQsWlFj+4Ycftg0dOtTpWI8ePWy/+tWvbN6uvNfy7bfftgUHB1djDT2P/hjFxcXdsMzMmTNtd911l9OxkSNH2gYNGlTFtQO8U1ZWlvnZ3LJli6ur4tUuXrxoa9WqlW3Tpk22vn372p566qlqeV+3b7nJz8+XpKQkGTBggNPib7qfkJBQ4mv0eNHySlsnSivvLSpyLVVOTo5ZdV1XdR0+fLjs37+/mmpsHdyTQPXKzs42/2/QoAGX3oW0NU1brYv/Tq5qbh/cnDlzRgoKCiQkJMTpuO7rDMkl0ePlKe8tKnIt27RpI8uXL5d169bJu+++a9YS69Wrl5w6daqaam0Npd2Tuo7a5cuXXVYvwIr0e0q7fnv37i3t27d3dXW81qpVq8zwB/tyTG69thS8iy5eWnQBUw1s7rzzTtN/On/+fJfWDQBKay3QMZbbtm3jArlIWlqaWVtSxz+5IgnF7YObRo0aiZ+fn2RmZjod131dTbwkerw85b1FRa5lcTVr1pROnTpJampqFdXSmkq7J3Wwdq1atVxWL8Bqpk6dKuvXrzcZjREREa6ujtdKSkoyiSqaIWqnPQf6uej6lHl5eeb3kdd2S/n7+0uXLl1k8+bNTk2Oul+0RaEoPV60vNLosbTy3qIi17I4vTn37dsnYWFhVVhT6+GeBKqWju3XwCYuLk7+/e9/S1RUFJfchfr3729+V2h2qH3r2rWrjBkzxjyuysDGsHmAVatW2QICAmwrVqywHThwwPb444/b6tWrZ8vIyDDPP/roo7ZZs2Y5yn/55Ze2GjVq2F5++WXbwYMHbXPnzrXVrFnTtm/fPpu3K++1nDdvnm3jxo22b775xpaUlGQbNWqULTAw0LZ//36bt2cA7Nmzx2z6Y7Ro0SLz+MSJE+Z5vYZ6Le2OHj1qq127tm3GjBnmnoyNjbX5+fnZNmzY4MJ/BWAdkydPNpmd8fHxtvT0dMd26dIlV1cNP6rObCmPCG7UX/7yF1vTpk1t/v7+Jp15x44dThds3LhxTuU//PBDW+vWrU15TcH95JNPXFBrz7+W06ZNc5QNCQmxDRkyxJacnGzzdp9//rkJaopv9mun/9drWfw1HTt2NNeyefPmJs0eQOUo6edRN37OvDO48dH/VG3bEAAAQPVx+zE3AAAA5UFwAwAALIXgBgAAWArBDQAAsBSCGwAAYCkENwAAwFIIbgAAgKUQ3AAAAEshuAEAAJZCcAMAACyF4AYAAIiV/P/sHjCulAbkMgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "fig,axs = plt.subplots(2,2)\n",
    "\n",
    "axs[0,0].plot(x,y)\n",
    "axs[1,1].scatter(x,y)\n",
    "#不要的隐藏掉\n",
    "#axs[0,1].set_visible(False)\n",
    "#axs[1,0].set_visible(False)\n",
    "plt.subplots_adjust(hspace=1,wspace=1)\n",
    "plt.show()# Show the figure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79fd8e94-b585-4274-bdce-30dc5ec96586",
   "metadata": {},
   "source": [
    "- plt.subplots()不写参数就是单个\n",
    "- 可以使用axs.flat 或 axs.ravel() 来 平铺多维数组，便于循环操作：\n",
    "- 删除子图：fig.delaxes(ax)\n",
    "- 设置dpi: fig.set_dpi(500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "88b7ab28-8f27-4f9d-aeac-1f8eabc47798",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x= np.array([1, 2, 3, 4])\n",
    "fig,axs = plt.subplots(2,2)\n",
    "for ax in axs. flat:\n",
    "    ax.plot(x, np.sin(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cd748fd-599a-4198-975a-fa94695aa100",
   "metadata": {},
   "source": [
    "### GridSpec()\n",
    "子图可以随意变换大小<br>\n",
    "参考官方例子：https://matplotlib.org/3.5.0/tutorials/intermediate/gridspec.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ec885057-b0be-4670-ad31-d4781e689615",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'gs[-1, -2]')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "fig3 = plt.figure(constrained_layout=True)\n",
    "gs = fig3.add_gridspec(3, 3)\n",
    "f3_ax1 = fig3.add_subplot(gs[0, :])\n",
    "f3_ax1.set_title('gs[0, :]')\n",
    "f3_ax2 = fig3.add_subplot(gs[1, :-1])\n",
    "f3_ax2.scatter(x,y)\n",
    "f3_ax2.set_title('gs[1, :-1]')\n",
    "f3_ax3 = fig3.add_subplot(gs[1:, -1])\n",
    "f3_ax3.set_title('gs[1:, -1]')\n",
    "f3_ax4 = fig3.add_subplot(gs[-1, 0])\n",
    "f3_ax4.set_title('gs[-1, 0]')\n",
    "f3_ax5 = fig3.add_subplot(gs[-1, -2])\n",
    "f3_ax5.set_title('gs[-1, -2]')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a93e7a0d-7a86-4b61-a336-112cc013caac",
   "metadata": {},
   "source": [
    "### subplot_mosaic()\n",
    "子图利用字符串布局 <br>\n",
    "参考官方例子：https://matplotlib.org/stable/users/explain/axes/mosaic.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6abb546b-0d9e-498b-8493-0adf224aa8f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "# Helper function used for visualization in the following examples\n",
    "def identify_axes(ax_dict, fontsize=48):\n",
    "    \"\"\"\n",
    "    Helper to identify the Axes in the examples below.\n",
    "\n",
    "    Draws the label in a large font in the center of the Axes.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    ax_dict : dict[str, Axes]\n",
    "        Mapping between the title / label and the Axes.\n",
    "    fontsize : int, optional\n",
    "        How big the label should be.\n",
    "    \"\"\"\n",
    "    kw = dict(ha=\"center\", va=\"center\", fontsize=fontsize, color=\"darkgrey\")\n",
    "    for k, ax in ax_dict.items():\n",
    "        ax.text(0.5, 0.5, k, transform=ax.transAxes, **kw)\n",
    "np.random.seed(19680801)\n",
    "hist_data = np.random.randn(1_500)\n",
    "\n",
    "fig = plt.figure(layout=\"constrained\")\n",
    "ax_dict = fig.subplot_mosaic(\n",
    "    [\n",
    "        [\"bar\", \"plot\"],\n",
    "        [\"hist\", \"image\"],\n",
    "    ],\n",
    ")\n",
    "ax_dict[\"bar\"].bar([\"a\", \"b\", \"c\"], [5, 7, 9])\n",
    "ax_dict[\"plot\"].plot([1, 2, 3])\n",
    "ax_dict[\"hist\"].hist(hist_data)\n",
    "ax_dict[\"image\"].imshow([[1, 2], [2, 1]])\n",
    "identify_axes(ax_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55d1d32e-28ec-4bc5-9229-ea78b70ecdc4",
   "metadata": {},
   "source": [
    "## 保存图片\n",
    "```python\n",
    "plt.savefig(fname, dpi=None, format=None, bbox_inches=None, transparent=False, facecolor='w', edgecolor='w')\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f4495429-2c31-46e4-9a9e-500c990bc973",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x= np.array([1, 2, 3, 4])\n",
    "y= np.array([1, 4, 2, 3])\n",
    "fig,axs = plt.subplots(2,2)\n",
    "\n",
    "axs[0,0].plot(x,y)\n",
    "axs[1,1].scatter(x,y)\n",
    "#不要的隐藏掉\n",
    "#axs[0,1].set_visible(False)\n",
    "plt.subplots_adjust(hspace=0.4,wspace=0.4)\n",
    "plt.savefig(\"test.png\",dpi=300,bbox_inches='tight')# 高分辨率且裁剪空白"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09b5ddd2-9ade-490d-8b8f-c577bf8b38dd",
   "metadata": {},
   "source": [
    "### 保存图片的一些参数\n",
    "- transparent：true 背景透明\n",
    "- plt.savefig(\"sin_plot.svg\")：可以保存为矢量图\n",
    "- bbox_inches：'tight'（自动裁剪多余空白）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9eeb0b62-6b08-4eec-a91d-0e33e713d47c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
